WO2017070969A1 - Floor positioning method, network device and mobile terminal - Google Patents

Floor positioning method, network device and mobile terminal Download PDF

Info

Publication number
WO2017070969A1
WO2017070969A1 PCT/CN2015/093504 CN2015093504W WO2017070969A1 WO 2017070969 A1 WO2017070969 A1 WO 2017070969A1 CN 2015093504 W CN2015093504 W CN 2015093504W WO 2017070969 A1 WO2017070969 A1 WO 2017070969A1
Authority
WO
WIPO (PCT)
Prior art keywords
access point
floor
signal strength
access
information
Prior art date
Application number
PCT/CN2015/093504
Other languages
French (fr)
Chinese (zh)
Inventor
罗新龙
孙启明
黄志豪
李颖哲
Original Assignee
华为技术有限公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 华为技术有限公司 filed Critical 华为技术有限公司
Priority to PCT/CN2015/093504 priority Critical patent/WO2017070969A1/en
Priority to CN201580061739.6A priority patent/CN107005810A/en
Publication of WO2017070969A1 publication Critical patent/WO2017070969A1/en

Links

Images

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/30Services specially adapted for particular environments, situations or purposes
    • H04W4/33Services specially adapted for particular environments, situations or purposes for indoor environments, e.g. buildings
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • H04W4/023Services making use of location information using mutual or relative location information between multiple location based services [LBS] targets or of distance thresholds

Definitions

  • the present invention relates to the field of communications technologies, and in particular, to a floor positioning method, a network device, and a mobile terminal.
  • Access points are sometimes referred to as sites or launch sites, and their names vary according to the skill of the technician.
  • the floor information of the private building is difficult to obtain, and the floor information of the private AP is also difficult to obtain.
  • the AP that has been built by the operator has no such information. Therefore, the information collection work is too large, the cost is too high, and it is difficult to implement.
  • CELL-ID cell identification
  • the fingerprint of the signal strength is mapped to the spatial location, and a fingerprint database of the indoor AP signal is established.
  • a fingerprint database of the indoor AP signal is established.
  • the floor at the location is the floor where the indoor AP is located.
  • the indoor UE adopts a fingerprint matching algorithm to use the floor of the AP matching the fingerprint as the floor of the indoor UE.
  • the program also needs to collect the signal fingerprint of the indoor AP in advance, and establish a fingerprint library, which has a huge workload.
  • the embodiments of the present invention provide a floor positioning method, a network device, and a mobile terminal, which are used to provide a technical solution for locating an access point floor, and meet the requirements of low cost and convenient implementation.
  • the embodiment of the present application provides a floor positioning method, including:
  • the measurement terminal sends a site measurement report to the network device, where the measurement report includes the measurement terminal measuring the signal strength of the at least two access points and the access point identifier corresponding to the signal strength at the measurement point; the measurement terminal is A terminal device whose function is named may generally be any mobile terminal having a wireless communication function, and the measurement terminal should not be exclusively understood as a mobile terminal. In this embodiment, the measurement terminal should not be understood as having only one measurement terminal, and the number thereof may be many, and of course only one is also possible.
  • the network device calculates a relative distance between the access points according to the signal strength; determining a floor where each access point is located according to the anchor access point and a relative distance between the access points; the anchor access point is a known floor And the access point included in the measurement report.
  • the anchor access point may be known in advance, and the reason for knowing in advance may be configured by the engineering personnel, or may be automatically determined according to some other information in the measurement report, and the embodiment does not limit the uniqueness.
  • the relative distance between the access points may be the distance of the parameter class or the distance of the classification, as follows: the calculating the relative distance between the access points according to the signal strength includes:
  • the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
  • the information is recorded in a matrix to record the signal strength and the like, and the preferred implementation manner of the specific calculation manner is as follows: the determining the degree of association between the signals corresponding to the access points according to the signal strength includes: :
  • the access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report;
  • the first access point and the second access point are access points in the set of access points to be located;
  • the access point signal coupling matrix is configured to record a ratio of the number of times the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point The proportion of times;
  • the specific obtaining manner of each item of the access point signal correlation matrix is as follows: according to the access point signal strength matrix, the access point signal coupling matrix, and the access The point signal correlation matrix is calculated to obtain an access point signal correlation matrix including:
  • R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i;
  • C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and
  • G(i,j) is the number in the signal strength matrix.
  • how to obtain the floor information of the anchor access point is a specific example.
  • the method further includes: before determining the floor where each access point is located according to the relative distance between the anchor access point and the access point, the method further includes:
  • the GPS measurement information is also included in the site measurement report, and the GPS information is switched from being switched to being non-timed, and the access point or signal strength of the station measurement report whose signal strength is greater than a predetermined threshold is previously set.
  • the number of access points is determined to be at the surface layer and serves as an anchor access point; or,
  • the GPS measurement information is also included in the site measurement report, and the measurement report is determined to be from the outdoor or indoor according to the GPS information, and the set number of the average signal strength in the station measurement report from the outdoor is the strongest.
  • the in point is determined to be at the surface layer and serves as an anchor access point.
  • the above provides the source of the floor information of the four anchor access points, the first two are input by the outside, and the latter two are the hidden layer information mining of the station measurement report.
  • the embodiment of the present invention further provides the following solution: the method further includes:
  • the measurement report at the station further includes a measurement time, and determining a proximity relationship between the time dimension access points according to the measurement time; determining, according to the measurement time, the proximity relationship between the time dimension access points comprises: calculating the measurement terminal from The shortest time that the first access point moves to the second access point, where the first access point and the second access point are access points in the set of access points to be located; if the measurement terminal is connected from the first If the minimum time that the ingress point moves to the second access point is less than the third threshold, it is determined to be the same layer; and/or, if the measurement terminal moves from the first access point to the second access point, the shortest time is greater than the fourth threshold. And less than the third threshold, it is determined to be an adjacent layer.
  • the manner in which the access point belongs to the same layer or the non-same layer is determined, and the result determined by the correlation of the access point signal can be comprehensively considered for mutual verification, thereby further improving the accuracy of the hidden layer information mining.
  • the embodiment further provides the following scheme for improving the accuracy of the hidden layer information mining, as follows:
  • the method further includes:
  • Determining, according to the relative distance between the anchor access point and the access point, the floor where each access point is located includes:
  • the floor where each access point is located is determined according to the anchor access point and the spatial positional relationship between the access points.
  • the specific determining manner of the measurement terminal that is used in the foregoing embodiment is as follows: The method further includes:
  • the maximum value of the signal strength in the station measurement report is greater than the fifth threshold, it is determined that the measurement terminal is close to the access point corresponding to the maximum signal strength at the time corresponding to the measurement report.
  • the measurement report may be ignored, or the measurement report may be screened out before the hidden layer information mining.
  • the embodiment of the present application further provides a floor positioning method, including:
  • the embodiment of the present application further provides a floor positioning method, including:
  • the embodiment of the present application further provides a floor positioning method, including:
  • the mobile terminal downloads a letter from the server according to an aspect of the method to determine the floor where each access point is located. interest;
  • the access point that the mobile terminal is currently approaching is obtained, and the floor of the floor where the mobile terminal is located is queried in the information of the floor where the access point is located, As the floor where the mobile terminal is currently located.
  • the embodiment of the present invention further provides a network device, including:
  • a report receiving unit configured to receive a station measurement report from the measurement terminal, where the measurement report includes the measurement terminal measuring signal strength of at least two access points at the measurement point and an access point identifier corresponding to the signal strength ;
  • a distance calculation unit configured to calculate a relative distance between the access points according to the signal strength
  • a floor determining unit configured to determine a floor where each access point is located according to an anchor access point and a relative distance between the access points; the anchor access point is a known floor and the access included in the measurement report point.
  • the distance calculation unit is configured to determine, according to the signal strength, a degree of association between signals corresponding to each access point, and the greater the degree of association, the smaller the relative distance between the access points is determined, and the association is performed. The smaller the degree, the greater the relative distance between access points; or,
  • the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
  • the distance calculation unit is configured to determine, according to the signal strength, the degree of association between the signals corresponding to the access points, including: establishing an access point signal strength matrix and an access point signal coupling matrix;
  • the access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report;
  • the first access point and the second access point are access points in the set of access points to be located;
  • the access point signal coupling matrix is configured to record a ratio of the number of times the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point The proportion of times;
  • the distance calculation unit is configured to calculate an access point signal association according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix.
  • the matrix includes:
  • R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i;
  • C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and
  • G(i,j) is the number in the signal strength matrix.
  • the network device further includes:
  • An information receiving unit configured to receive preset information, which is an anchor access point, before determining a floor where each access point is located according to a relative distance between the anchor access point and the access point, where the preset information is Include the floor information of the anchor access point; or, receive the floor information of the access point that the mobile terminal is currently approaching or accessing, and use the access point reported by the mobile terminal as the anchor access point.
  • the network device further includes:
  • an anchor calculation unit configured to include global positioning system GPS information in the station measurement report, where the GPS information is switched from being to no, and the signal strength in the station measurement report is greater than a predetermined threshold or an input signal strength
  • the access point that is sorted in the previous setting is determined to be located at the surface layer and serves as an anchor access point; or
  • the GPS measurement information is also included in the site measurement report, and the measurement report is determined to be from the outdoor or indoor according to the GPS information, and the set number of the average signal strength in the station measurement report from the outdoor is the strongest.
  • the in point is determined to be at the surface layer and serves as an anchor access point.
  • the distance calculation unit is further configured to: at the station, the measurement report further includes a measurement time, and determine a proximity relationship between the time dimension access points according to the measurement time;
  • the distance calculating unit configured to determine, according to the measurement time, the proximity relationship between the access points in the time dimension comprises: calculating a minimum time for the measurement terminal to move from the first access point to the second access point, where the first connection The ingress point and the second access point are access points in the set of access points to be located; if the measurement terminal is from the first The minimum time that the access point moves to the second access point is less than the third threshold, and is determined to be the same layer; and/or, if the measurement terminal moves from the first access point to the second access point, the minimum time is greater than the fourth time.
  • the threshold is less than the third threshold and is determined to be an adjacent layer.
  • the distance calculation unit is further configured to generate a control topology matrix according to a relative distance between the access points and a proximity relationship between time dimension access points according to the measurement time. For recording the spatial positional relationship between access points;
  • the floor determining unit configured to determine, according to the anchor access point and the relative distance between the access points, the floor where each access point is located, including: according to the anchor access point and a spatial location between the access points The relationship determines the floor on which each access point is located.
  • the distance calculation unit is further configured to: if the maximum value of the signal strength in the station measurement report is greater than the fifth threshold, determine that the measurement terminal is close to the maximum signal strength corresponding to the time corresponding to the measurement report. point.
  • the embodiment of the present invention further provides a network device, including:
  • An information obtaining unit configured to determine a floor where each access point is located by using a method flow on one side; or, receiving information according to an aspect of the method, determining a floor where each access point is located;
  • a request receiving unit configured to receive a positioning request from the mobile terminal, where the positioning request carries an access point identifier
  • the query unit is configured to query information about a floor where the access point is located, determine a floor where the access point corresponding to the access point identifier is located, and obtain result data;
  • a result sending unit configured to send the result data to the mobile terminal.
  • the embodiment of the present invention further provides a network device, including:
  • An information obtaining unit configured to determine a floor where each access point is located by using a method flow on one side; or, receiving information according to an aspect of the method, determining a floor where each access point is located;
  • a request receiving unit configured to receive a positioning request from the mobile terminal
  • a building determining unit configured to determine a building where the mobile terminal is located
  • a result sending unit configured to send, to the mobile terminal, information about a floor where each access point corresponding to the building is located, where the mobile terminal determines a floor where the mobile terminal is located.
  • the embodiment of the present invention further provides a mobile terminal, including:
  • a download unit for downloading from the server according to an aspect of the method to determine the floor where each access point is located Information
  • An access point acquiring unit configured to acquire an access point that the mobile terminal is currently approaching when determining a floor positioning requirement
  • the floor determining unit is configured to query, in the information of the floor where the access points are located, the floor where the access point currently in the mobile terminal is located, as the floor where the mobile terminal is currently located.
  • the embodiment of the present application further provides a network device, including: a receiving device, a sending device, a processor, and a storage device; the processor may be used for storing related data, and may also be used for data when the processor performs operations. Cache; the sending device can be included when the data needs to be sent out, and it is not necessary to include it if there is no such requirement;
  • the receiving device is configured to perform data required to be received by the network device in the foregoing method step, and the processor is configured to perform operations corresponding to calculations in the method step.
  • the embodiment of the present application further provides a mobile terminal, including: a receiving device, a sending device, a processor, and a storage device; the processor may be used for storing related data, and may also be used for data when the processor performs operations. Cache; the sending device can be included when the data needs to be sent out, and it is not necessary to include it if there is no such requirement;
  • the receiving device is configured to perform data required to be received by the mobile terminal in the foregoing method steps, and the processor is configured to perform operations corresponding to calculations in the method step.
  • the embodiments of the present invention have the following advantages: relying on the site measurement report reported by the measurement terminal to perform hidden layer information mining, determining the spatial distance relationship between the sites, and then passing the known relationship according to the spatial distance relationship.
  • the anchor access point of the floor can determine the specific floor of the access point of the previously unknown floor, thereby completing the collection of the access point floor information.
  • the process uses crowdsourcing to excavate, and does not require the engineering personnel to collect corresponding data on site, which is low in cost. And technical requirements that are convenient to implement.
  • FIG. 1 is a schematic structural diagram of a system according to an embodiment of the present invention.
  • FIG. 2 is a schematic flowchart of a method according to an embodiment of the present invention.
  • FIG. 3 is a schematic flowchart of a method according to an embodiment of the present invention.
  • FIG. 4 is a schematic flowchart of a method according to an embodiment of the present invention.
  • FIG. 5 is a schematic flowchart of a method according to an embodiment of the present invention.
  • FIG. 6 is a schematic diagram of an AP distribution according to an embodiment of the present invention.
  • FIG. 7 is a schematic diagram of an AP distribution according to an embodiment of the present invention.
  • FIG. 8 is a schematic flowchart of a method according to an embodiment of the present invention.
  • FIG. 9 is a schematic diagram of an AP distribution according to an embodiment of the present invention.
  • FIG. 10 is a schematic flowchart of a method for constructing an AP floor library according to an embodiment of the present invention.
  • FIG. 11 is a schematic flowchart of a method according to an embodiment of the present invention.
  • FIG. 12 is a schematic structural diagram of a network device according to an embodiment of the present invention.
  • FIG. 13 is a schematic structural diagram of a network device according to an embodiment of the present invention.
  • FIG. 14 is a schematic structural diagram of a network device according to an embodiment of the present invention.
  • FIG. 15 is a schematic structural diagram of a network device according to an embodiment of the present invention.
  • FIG. 16 is a schematic structural diagram of a network device according to an embodiment of the present invention.
  • FIG. 17 is a schematic structural diagram of a mobile terminal according to an embodiment of the present invention.
  • FIG. 18 is a schematic structural diagram of a network device according to an embodiment of the present invention.
  • FIG. 19 is a schematic structural diagram of a mobile terminal according to an embodiment of the present invention.
  • FIG. 20 is a schematic structural diagram of a mobile terminal according to an embodiment of the present invention.
  • FIG. 21 is a schematic structural diagram of a network device according to an embodiment of the present invention.
  • the embodiment of the invention explores a site measurement report for collecting indoor and outdoor access points of a mobile terminal by using a mass network, and discovers hidden layer information between indoor access points, thereby obtaining an indoor access point at low cost. On the floor. The access point floor information can then be used to further determine the technical solution of the floor on which the user is located.
  • the indoor transmitting station and the floor positioning function of the UE in the embodiment of the present invention mainly include two parts: the floor library construction of the indoor access point and the UE floor positioning.
  • FIG. 1 it is a schematic diagram of an application scenario according to an embodiment of the present invention.
  • a mobile terminal on the n layer can be used as a measurement terminal or a terminal having a positioning requirement;
  • the n, n, and n+1 layers indicate a total of four access points.
  • the number of access points in the actual application is not determined.
  • FIG. 1 is only used as an illustration; the mobile terminal accesses the wireless network through the access point.
  • An embodiment of the present invention provides a floor positioning method, as shown in FIG. 2, including:
  • the measurement measurement report includes the measurement terminal measuring the signal strength of the at least two access points and the access point identifier corresponding to the signal strength at the measurement point;
  • the measurement terminal is a terminal device named after its function, and generally can be any mobile terminal having a wireless communication function. It should be noted that if the measurement terminal is a fixed (non-mobile) terminal, from the use of the subsequent measurement report, it does not determine that the embodiment of the present invention cannot be implemented, because only the dimension of the terminal mobile binding time is lost. Information, so the measurement terminal should not be understood as a mobile terminal.
  • the measurement report may further include an identifier of the measurement terminal, a time corresponding to the site measurement report, Global Position System (GPS) information, and the like.
  • GPS Global Position System
  • the site measurement report may include the signal strength of all the access points that the measurement terminal can measure, or may only include the signal strength of the set number of access points, and the access points that are extremely weak signal strength are not reported, specifically
  • the setting is different for different scenarios, and the embodiment is not limited.
  • the access point may be any access point, such as an indoor cell station, a wireless fidelity access point (WiFi-AP), etc., and the specific form of the access point does not affect the embodiment.
  • WiFi-AP wireless fidelity access point
  • the implementation of the present invention is not limited thereto.
  • the measurement terminal should not be understood as having only one measurement terminal, and the number thereof may be many, and of course only one is also possible. The greater the number of station measurement reports, the more the final positioning accuracy of the embodiment of the present invention can be improved.
  • the anchor access point may be known in advance, and the reason for knowing in advance may be configured by the engineering personnel, or may be automatically determined according to some other information in the measurement report, and the embodiment does not limit the uniqueness, and the subsequent The way of obtaining is illustrated. It should also be noted that the access point of the above determined floor may not include the anchor access point.
  • the hidden layer information is mined by measuring the site measurement report reported by the measurement terminal, and the spatial distance relationship between the stations is determined, and then the previously unknown floor can be determined by the anchor access point of the known floor according to the spatial distance relationship.
  • the specific floor of the access point completes the collection of the access point floor information.
  • the process uses crowdsourcing to excavate, and does not require the engineering personnel to collect corresponding data on site, which meets the technical requirements of low cost and convenient implementation.
  • the relative distance between the access points may be the distance of the parameter class or the distance of the classification, as follows:
  • the foregoing calculating the relative distance between the access points according to the signal strength includes:
  • the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
  • the former distance belongs to the distance of the parameter class
  • the latter distance of the data classification reflects the relative concept of the actual distance.
  • the degree of association between the signals of the access points is the change of the signal strength, or whether the signal strength statically shows whether the signal strength between the two access points is related and the degree of association.
  • the relationship between the signals of the access points must exist because of the distance. For example, two access points with close distances will appear in the site measurement report at the same time, and the signal strength values are likely to be close.
  • the embodiment of the present invention further provides a preferred implementation scheme for recording signal strength and other information in a matrix, and a specific implementation manner of the specific calculation manner, as follows: determining the degree of association between signals corresponding to each access point according to the signal strength includes:
  • the access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report;
  • the access point and the second access point are access points in the set of access points to be located;
  • the access point signal coupling matrix is configured to record a ratio of the number of times that the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point proportion;
  • the embodiment further provides a specific obtaining manner of each item of the access point signal correlation matrix, as follows: according to the foregoing access point signal strength matrix, the access point signal coupling matrix, and the access point signal
  • the correlation matrix calculates the access point signal correlation matrix including:
  • R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i;
  • C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and
  • G(i,j) is the number in the signal strength matrix.
  • the embodiment of the present invention further provides a specific example of how the floor information of the anchor access point is obtained: before determining the floor where each access point is located according to the relative distance between the anchor access point and the access point, the foregoing method Also includes:
  • the GPS measurement information is also included in the above-mentioned site measurement report, and the access point or signal strength of the station measurement report whose signal strength is greater than a predetermined threshold is sorted by the previous set number when the GPS information is switched from there to when there is no time.
  • the access point is determined to be located at the surface layer and serves as an anchor access point; or,
  • the above-mentioned site measurement report further includes GPS information of the global positioning system, and the measurement report is determined according to the GPS information from the outdoor or indoor, and the set number of access points with the strongest average signal strength in the station measurement report from the outdoor site is set. Determined to be at the surface layer and act as an anchor access point.
  • the above provides the source of the floor information of the four anchor access points, wherein the first two are externally input, and the latter two are hidden layer information mining for the site measurement report; wherein, in the first mode, the preset information It may be a newly deployed access point, which is determined and then provided to the network side during deployment; or, by manually selecting a part of the access point to determine the floor and then providing it to the network side; in the second mode, the mobile terminal is adjacent to a certain access Point or access point, the specific implementation manner is not described in this embodiment.
  • This mode can be used to determine the error correction process after the initial determination of the access point floor in this embodiment, or in the initial determination of the access point floor.
  • the feedback information of the user is collected before; in this manner, the feedback information can be further filtered, for example, the information fed back by the untrusted mobile terminal is removed, the information that is obviously wrongly marked is removed, or the setting is exceeded.
  • the number of mobile terminals feedbacks a certain floor to which an access point belongs to achieve mutual authentication, etc.; the third method utilizes the GPS information of the mobile terminal to move from the outdoor When the chamber, a characteristic loss occurs, thereby determining the interior surface of the access point is located; a fourth embodiment takes advantage of the characteristics of the signal strength between access points in the same layer of a strong association. How to distinguish between indoor and outdoor access points, and the following examples will be omitted for further description.
  • the embodiment of the present invention further provides the following solution: the foregoing method further includes:
  • the measurement report at the site further includes a measurement time, and determining a proximity relationship between the time dimension access points according to the measurement time; determining, according to the measurement time, the proximity relationship between the time dimension access points comprises: calculating the measurement terminal from the first The minimum time that the access point moves to the second access point, where the first access point and the second access point are access points in the set of access points to be located; if the measurement terminal moves from the first access point If the shortest time to the second access point is less than the third threshold, determining to be the same layer; and/or, if the measurement terminal moves from the first access point to the second access point, the shortest time is greater than the fourth threshold and less than the foregoing
  • the third threshold is determined to be an adjacent layer.
  • the manner in which the access point belongs to the same layer or the non-same layer is determined, and the result determined by the correlation of the access point signal can be comprehensively considered for mutual verification, thereby further improving the accuracy of the hidden layer information mining.
  • the example also provides the following scheme for improving the accuracy of hidden layer information mining, as follows:
  • the above method further includes:
  • the above determining the floor where each access point is located according to the relative distance between the anchor access point and the access point includes:
  • the floor where each access point is located is determined according to the anchor access point and the spatial positional relationship between the access points.
  • the embodiment further provides a specific determining manner of which access point the measuring terminal needs to be used in the foregoing embodiment, as follows:
  • the foregoing method further includes:
  • the maximum signal strength in the station measurement report is greater than the fifth threshold, it is determined that the measurement terminal is close to the access point corresponding to the maximum signal strength at the corresponding time of the measurement report.
  • the measurement report may be ignored, or the measurement report may be screened out before the hidden layer information mining.
  • the embodiment of the present invention may further combine the measurement information of the outdoor mobile terminal based on the spatial topology of the indoor access point, thereby acquiring the relative direction of the location of the indoor access point adjacent to the same floor.
  • the embodiment of the present invention may provide a subsequent optimization of distribution of possible access points, and provide a floor location service for the UE.
  • the embodiment provides a floor positioning method, as shown in FIG. 3, including:
  • the network device establishes a letter for saving the floor where each access point is located.
  • the database of interest the database can adopt any form of data storage, in order to facilitate the query as the main demand, taking into account the update/modification requirements of the floor information.
  • This embodiment provides another floor positioning method, as shown in FIG. 4, including:
  • This embodiment provides another floor positioning method, as shown in FIG. 5, including:
  • the mobile terminal downloads, from the server, information about a floor where each access point is determined according to the foregoing embodiment.
  • the mobile terminal acquires an access point that is currently approached by the mobile terminal when determining the location location requirement, and queries, in the information of the floor where the access point is located, the floor where the access point currently adjacent to the mobile terminal is located, as The floor on which the mobile terminal is currently located.
  • the above three floor positioning embodiments are all that the network side provides a floor location service for the mobile terminal, and the features are:
  • the first one is initiated by the mobile terminal, and the information of the floor of the access point is on the network device, and the information of the floor is returned by the network device;
  • the second one is initiated by the mobile terminal, and the information of the floor of the access point is in the network device, and the information of the floor of the access point included in the building is returned by the network side, and the mobile terminal determines the floor where it is located;
  • the floor information of the access point is pre-downloaded by the mobile terminal, and then the mobile terminal determines its own floor.
  • the first scheme has the least information transmission; the second scheme has less information transmission, and the mobile terminal does not need to request the location service multiple times in the same building; the third scheme can use the non-location
  • the charging traffic pre-downloads the required information and does not require a location service request to be initiated to the network device, minimizing possible charges.
  • different implementation schemes can be selected separately.
  • the network device may perform authentication first, and if the authentication fails, the corresponding operation is denied, and the authentication may be the permission.
  • Identification it can also be identification of identity, it can be
  • the mobile terminal can also feed back some information to the network device after determining the floor where the floor is located, for example, to inform whether the positioning is correct, to inform the current actual floor, etc., which is beneficial to the network device. Update/correct the information of the floor of the access point.
  • an access point is referred to as a station or a transmitting station, and correspondingly, an access point measurement report is referred to as a site measurement report, which will not be described one after another.
  • both the calculation and the storage of the data use a matrix. It can be understood that the organization and storage of the data are not limited thereto, and the example should not be regarded as the only implementation.
  • the site measurement report refers to the input raw data used to construct the indoor launch site floor library in the embodiment of the present invention, and the embodiment of the present invention will use the data to finally realize the acquisition of the indoor launch site floor library.
  • the site measurement report can include the following sections:
  • IMSI International Mobile Subscriber Identification Number
  • TIME the time when the site measurement report is uploaded.
  • GPS Global Position System
  • ID Identifier
  • BSSID Basic Service Set Identifier
  • RSS Received Signal Strength
  • the measurement report usually does not have the signal strength of only one site, it does not involve only one site.
  • the ID and RSS are numbered in the above site measurement report. See the subscript for n sites.
  • the measurement terminal is usually a mobile terminal that can upload a site measurement report to the network, and is usually selected to receive The mobile terminal to the indoor transmitting station to be tested serves as a measuring terminal.
  • Site signal strength matrix which is constructed to record a matrix of the average signal strength of the site A or the site B when the site A and the site B are simultaneously present in the site measurement report.
  • the site signal coupling matrix is constructed to record a matrix in which the number of simultaneous occurrences of the site A and the site B in the site measurement report accounts for the total number of times the site A or the site B appears.
  • the embodiment of the present invention constructs a matrix for indicating the degree of correlation of signal strength variation trends of any two stations.
  • the site signal correlation matrix the matrix calculated by the integrated station signal strength matrix, the signal coupling matrix and the signal correlation matrix.
  • Each term in the matrix represents the total degree of association between the two stations in the signal dimension.
  • Site transfer time the shortest time for the user to move from a location close to the A site to a location close to the B site.
  • the site measurement report uploaded by the outdoor, and the site measurement report uploaded by the outdoor location is filtered according to the GPS information in the site measurement report.
  • the indoor launch site floor library refers to the mapping table of the indoor launch site and its floor, and the floor map generation process is the process of generating the floor library of the indoor launch site.
  • the implementation can be as follows:
  • the UE floor matching positioning algorithm determines the algorithm of the floor where the UE is located according to the floor information of the indoor transmitting station and the site measurement report.
  • the indoor transmitting station is a WiFi-AP in the embodiment of the present invention
  • the station measurement report is an AP measurement report
  • the AP measurement report can uniquely determine the WiFi-AP by using a basic service set identifier (BSSID).
  • BSSID basic service set identifier
  • the embodiments of the present invention will be related to two aspects, namely, the construction of an indoor AP floor library and the indoor UE floor positioning.
  • the APs in this embodiment are all located indoors, and the AP distribution maps of the first and second floors in the room are shown in FIG. 6 and FIG. 7, respectively.
  • the AP In addition to the APs on the first and second floors, the AP also includes APs on the third to eighth floors. There are 81 APs in the room. The AP distribution on each floor is shown in Table 1:
  • the embodiment of the present invention provides the use of the collected AP measurement report, and uses the method proposed by the present invention to mine the information between the APs to construct an indoor AP floor library.
  • the implementation functions and steps of the embodiment of the present invention are as follows, as shown in FIG.
  • Step1 select the measurement terminal.
  • a professional surveyor is dispatched to collect measurement data or randomly select a mobile terminal located in and around the building to be tested as a measurement terminal according to the uploaded GPS location information.
  • Step 2 AP measurement report processing.
  • Step 2.1 All indoor APs are numbered according to the size order of the BSSID, and N is the number of indoor APs (N is 81 in this example), and the AP number ranges from 1 to N.
  • Step2.2 sorting the same AP measurement report according to time, each AP measurement report
  • the received APs are sorted by Received Signal Strength (RSS) from large to small.
  • the Basic Service Set Identifier (BSSID) of the AP is replaced by the corresponding AP number.
  • Step3 AP signal strength, signal coupling degree and correlation coefficient calculation.
  • Step 3.1 AP signal coupling matrix and signal strength matrix construction.
  • the AP signal coupling matrix is represented by an N x N matrix C
  • the signal strength matrix is represented by an N x N matrix R
  • each of the matrix C and the matrix R is initialized to NULL. Traversing each AP measurement report, combining the APs existing in the report, recording the number of simultaneous occurrences of the two APs and their respective signal strength values, and taking the ratio of the number of simultaneous occurrences of the two APs to the total number of occurrences of each AP as the two. The degree of coupling and the respective average signal strengths when both occur simultaneously.
  • the degree of coupling C(i,j) represents the ratio of the number of simultaneous occurrences of APi and APj in the AP measurement report to the total number of occurrences of APi.
  • the signal strength R(i,j) represents the average signal strength of APj when APi and APj are simultaneously present in the AP measurement report.
  • Step 3.2 AP signal correlation matrix construction.
  • the AP signal correlation matrix is represented by a matrix N of N x N, and each term in the matrix G is initialized to be null (NULL).
  • Each term G(i,j) in the matrix is obtained by calculating the correlation coefficients of the two columns from the ith column and the jth column of the signal strength matrix R, indicating the degree of correlation of the signal intensity trends of APi and APj.
  • Step 4 The AP signal correlation matrix is constructed.
  • Step 4.1 AP signal correlation matrix generation.
  • the AP signal coupling matrix C, the signal strength matrix R and the signal correlation matrix G the total degree of association of the AP in the signal dimension can be obtained, and the degree of association is represented by an N ⁇ N signal correlation matrix S, and each item in the matrix S is initialized. Is NULL.
  • Each item in the signal correlation matrix S is the dissimilarity of the two APs. The smaller the disparity value is, the closer the two APs are, and the 0 is the same AP. The greater the dissimilarity value, the farther the two APs are, and the NULL is. Represents two APs not adjacent.
  • the formula for calculating the dissimilarity between APs is:
  • Step 4.2 AP proximity relationship division. After obtaining the AP association matrix, it is determined whether the two APs are in the same room by setting the dissimilarity threshold S-thresh1, and determining whether the two APs are adjacent by setting the dissimilarity threshold S-thresh2.
  • the AP neighbor relationship division meaning and examples in the embodiment of the present invention are shown in Table 2, and the neighboring schematic diagram is as shown in FIG. 9.
  • Step 5 AP measurement report intensity screening.
  • the AP measurement report of each user is traversed, and the AP measurement report with the strongest RSS being greater than the signal strength threshold R-thresh is selected.
  • R-thresh is set to -40 dBm. If the strongest RSS in the AP measurement report corresponds to APi, it means that the user position is close to APi at this time.
  • Step 6 Calculate the transfer time between APs. Traversing the AP measurement report after the Step5 screening, according to the timestamp in each report, calculating the minimum time required for each user to move from the location close to the API to the location close to the APj, recorded as each user from APi to APj Transfer time. Then calculate the transfer time of all measurement users from APi to APj, and eliminate the outliers and use the shortest user transfer time as the transfer time of APi to APj.
  • Step 7 The generation of the AP state transition matrix.
  • the AP state transition matrix is represented by a matrix N of N x N, and each term T(i, j) represents an inference of whether the APi and APj are separated by a floor in the time dimension.
  • the inference of whether the AP is on the floor is achieved by setting the transition time threshold T_thresh between the APs. In the example, T_thresh takes 25s.
  • T_thresh takes 25s.
  • the criteria for each item of the AP state transition matrix are:
  • the determined floor position relationship between the APs is higher than that of Step 4, and the information belonging to another dimension can be mutually verified and used by Step 4.
  • Step 8 Generate an AP spatial topology matrix K.
  • the AP signal correlation matrix represents the proximity relationship between the signal dimensions AP.
  • the AP state transition matrix represents the proximity relationship between the time dimension APs, the integrated signal dimension and the time dimension information, and finally the AP topology structure of the spatial dimension, using N ⁇
  • the matrix K of N represents its relationship.
  • the AP spatial topology matrix K embodies a more precise proximity relationship between indoor APs, including whether they are located in the same room, or in the same floor compartment, or in a neighboring relationship adjacent to the compartment.
  • Each item K(i,j) in the matrix K may take values of 0, 1, 2, 3, and 4.
  • the neighboring relationship and judgment conditions indicated by each value are as shown in Table 3.
  • Step9 Screening of outdoor AP measurement reports. According to the number of navigation satellites received in the AP measurement report and the average received satellite signal strength, distinguish whether the location of the report upload is indoor or outdoor, and record AP measurement report uploaded by outdoor location.
  • Step10 the determination of the indoor anchor point AP.
  • the anchor AP on the first floor can be obtained through outdoor GPS, AP measurement information and the number of neighboring APs.
  • the main acquisition methods are:
  • the AP with the strongest signal strength is the first floor anchor AP.
  • the AP floor library construction method adopts this method, where n takes 3.
  • Step 11 the generation of the AP floor library.
  • Step11.1 initialize the AP floor matrix F.
  • the AP floor matrix is represented by a matrix of 2 ⁇ N, the first row records the AP number, and the second row records the floor corresponding to the AP, where the second row is initialized to zero.
  • Step11.2 the horizontal iterative process of AP floor recognition.
  • the AP that traverses the marked floor is marked with the floor of its neighboring AP in the same layer.
  • AP1 is the anchor AP of the first floor
  • the relationship between AP1 and AP2 is the same layer.
  • the relationship between AP1 and AP3 is the same layer.
  • the AP2 and AP3 are APs on the first floor.
  • Each AP that has just marked the floor identifies its unmarked peer AP and marks the floor of the new AP. This process is repeated until all APs on the identified floor have no APs in the same layer.
  • Step11.3 the vertical iterative process of AP floor recognition. Traversing each AP identified as n-floor, looking for APs in all of its neighbors. If the inter-zone APs are not identified, they are identified as n+1-floor APs; if the inter-layer APs are identified as In the same layer AP, the relationship between the two in the AP spatial topology matrix is modified from the neighboring neighbor to the peer. After the APs in the inter-layer neighbors are identified, the AP identification level iteration process of Step 13 is also performed, and the horizontal iteration and vertical iteration processes are repeated until all AP floors are marked.
  • a schematic diagram of the AP floor library construction method is shown in Fig. 10.
  • the black filled AP is the anchor AP
  • the white pad is the AP that needs to determine the floor
  • the arrow direction is the hidden layer information mining direction, which is determined sequentially. The floor to which each AP belongs.
  • the UE can obtain the floor information of the current related AP through interaction with the wireless network, and is used for UE floor positioning.
  • the floor positioning of the embodiment of the present invention may have the following steps, as shown in FIG. 11: Step1, AP measurement report collection.
  • the UE to be located in the floor collects the AP measurement report. This step is completed
  • the post network device completes the database creation of the AP floor.
  • Step 2 Apply for the AP floor information of the building where the UE is located.
  • the AP floor information of the building where the UE is located is determined according to the GPS information and the network device is requested to be delivered.
  • Step3 UE permission review.
  • the network device audits the UE rights and security, and rejects the site floor information request that fails to pass the audit.
  • Step 4 AP floor information is issued.
  • Step5 UE floor matching positioning.
  • Step 5.1 Analyze the AP received in the AP measurement report, and filter out the AP that has identified the floor according to the AP floor information sent by the network;
  • Step 5.2 In the filtered AP, determine the floor of the AP that receives the maximum signal strength as the floor where the UE is located. If all the received APs in the AP measurement report are not recognized by the floor, the floor location of the UE fails.
  • Step6 UE floor information upload.
  • the result of the UE floor location information is uploaded to the wireless network, including the success of the floor location. If the location is successful, the floor where the UE is located is uploaded.
  • the technician conducted actual tests to determine the corresponding technical effects.
  • the invention has the beneficial effect of realizing a low-cost method for acquiring an indoor transmitting station and UE floor information based on a site measurement report in a crowdsourcing mode.
  • the applicant organized 7 surveyors to carry the measurement mobile phone in the indoor environment normally in the activity, and upload the AP measurement report.
  • the AP floor library construction method is used to identify the APs in the first to eighth floors of the room, and the AP floor recognition results are shown in Table 4.
  • the surveyor also walks freely on the first to eighth floors and collects AP measurement reports.
  • the indoor UE floor location method is verified, for a total of 2900 test points, and the results are shown in Table 5.
  • the information reported by the subsequent UE can further improve the accuracy of the AP floor mining and improve the positioning accuracy.
  • the embodiment of the present invention further provides a network device, as shown in FIG. 12, including:
  • the report receiving unit 1201 is configured to receive a station measurement report from the measurement terminal, where the measurement unit includes the signal strength of the at least two access points measured at the measurement point and the access point identifier corresponding to the signal strength.
  • the distance calculating unit 1202 is configured to calculate a relative distance between the access points according to the signal strength
  • the floor determining unit 1203 is configured to determine, according to the anchor access point and the relative distance between the access points, the floor where each access point is located; the anchor access point is a known floor and the access point included in the measurement report .
  • the distance calculating unit 1202 is configured to determine, according to the signal strength, a degree of association between signals corresponding to each access point, and the greater the degree of association, the smaller the relative distance between the access points is, and the smaller the degree of association is. The greater the relative distance between access points; or,
  • the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
  • the distance calculating unit 1202 is configured to determine, according to the signal strength, the degree of association between the signals corresponding to the access points, including: establishing an access point signal strength matrix and an access point signal coupling matrix;
  • the access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report;
  • the access point and the second access point are access points in the set of access points to be located;
  • the access point signal coupling matrix is configured to record a ratio of the number of times that the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point proportion;
  • the distance calculating unit 1202 is configured to calculate, according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, that the access point signal correlation matrix comprises:
  • R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i;
  • C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and
  • G(i,j) is the number in the signal strength matrix.
  • the foregoing network device further includes:
  • the information receiving unit 1301 is configured to receive preset information as an anchor access point before determining a floor where each access point is located according to a relative distance between the anchor access point and the access point, where the preset information includes Anchoring the floor information of the access point; or receiving the floor information of the access point currently located or accessed by the mobile terminal sent by the mobile terminal, and using the access point reported by the mobile terminal as an anchor access point; or As shown in FIG. 14, the foregoing network device further includes:
  • the anchor calculation unit 1401 is configured to further include global positioning system GPS information in the station measurement report, and sort the access point or signal strength in which the signal strength in the station measurement report is greater than a predetermined threshold from the time when the GPS information is switched from when there is no time.
  • the number of access points set before is determined to be located at the surface layer and serves as an anchor access point; or
  • the above-mentioned site measurement report further includes GPS information of the global positioning system, and the measurement report is determined according to the GPS information from the outdoor or indoor, and the set number of access points with the strongest average signal strength in the station measurement report from the outdoor site is set. Determined to be at the surface layer and act as an anchor access point.
  • the distance calculating unit 1202 is further configured to: at the foregoing station, the measurement report further includes a measurement time, and determine a proximity relationship between the time dimension access points according to the measurement time;
  • the distance calculating unit 1202 configured to determine the proximity relationship between the time dimension access points according to the measurement time, includes: calculating a minimum time for the measurement terminal to move from the first access point to the second access point, The first access point and the second access point are the access points in the set of access points to be located; if the minimum time for the measurement terminal to move from the first access point to the second access point is less than the third threshold, Then determining to be the same layer; and/or determining the neighboring layer if the shortest time that the measurement terminal moves from the first access point to the second access point is greater than the fourth threshold and less than the third threshold.
  • the distance calculating unit 1202 is further configured to generate a control topology matrix for recording each connection according to the relative distance between the access points and determining the proximity relationship between the time dimension access points according to the measurement time. Spatial positional relationship between in points;
  • the floor determining unit 1203 configured to determine, according to the relative distance between the anchor access point and the access point, the floor where each access point is located, including: determining, according to the spatial location relationship between the anchor access point and the access point. The floor where each access point is located.
  • the distance calculating unit 1202 is further configured to: if the maximum signal strength in the station measurement report is greater than the fifth threshold, determine that the measurement terminal is close to the access point corresponding to the maximum signal strength at the time corresponding to the measurement report.
  • the embodiment of the invention further provides a network device, as shown in FIG.
  • the information obtaining unit 1501 is configured to determine, by using the process of the embodiment of the present invention, a floor where each access point is located; or, to receive information for determining a floor where each access point is located according to an embodiment of the present invention;
  • the request receiving unit 1502 is configured to receive a positioning request from the mobile terminal, where the positioning request carries an access point identifier;
  • the querying unit 1503 is configured to query information about a floor where the access point is located, determine a floor where the access point corresponding to the access point identifier is located, and obtain result data;
  • the result sending unit 1504 is configured to send the foregoing result data to the mobile terminal.
  • the embodiment of the invention further provides a network device, as shown in FIG. 16, comprising:
  • the information obtaining unit 1601 is configured to determine, by using the process of the embodiment of the present invention, a floor where each access point is located; or, to receive information for determining a floor where each access point is located according to an embodiment of the present invention;
  • a request receiving unit 1602 configured to receive a positioning request from the mobile terminal
  • a building determining unit 1603, configured to determine a building where the mobile terminal is located
  • the result sending unit 1604 is configured to send, to the mobile terminal, information about a floor where each access point corresponding to the building is located, and the mobile terminal determines the floor where the mobile terminal is located.
  • the embodiment of the invention further provides a mobile terminal, as shown in FIG. 17, comprising:
  • the downloading unit 1701 is configured to download, from the server, information about a floor where each access point is determined according to an embodiment of the present invention
  • An access point obtaining unit 1702 configured to acquire an access point that the mobile terminal is currently approaching when determining that there is a floor location requirement
  • the floor determining unit 1703 is configured to query, in the information of the floor where the access points are located, the floor where the access point currently adjacent to the mobile terminal is located, as the floor where the mobile terminal is currently located.
  • the embodiment of the present invention further provides another network device, as shown in FIG. 18, including: a receiving device 1801, a sending device 1802, a processor 1803, and a storage device 1804; the processor 1804 can be used for storing related data, or The data cache is used when the processor 1803 performs an operation; the sending device 1802 may include when the data needs to be sent out, and may not be included if there is no such requirement;
  • the receiving device 1801 is configured to receive a station measurement report from the measurement terminal, where the station measurement report includes the measurement terminal measuring the signal strength of the at least two access points and the access point corresponding to the signal strength at the measurement point.
  • the processor 1803 is configured to calculate a relative distance between the access points according to the signal strength; determine, according to the anchor access point and the relative distance between the access points, a floor where each access point is located; the anchor access point is An access point that is known to be included in the floor and in the measurement report.
  • the measurement terminal is a terminal device named after its function, and generally can be any mobile terminal having a wireless communication function, and the measurement terminal should not be exclusively understood as a mobile terminal.
  • the access point may be any access point, such as an indoor cell station, a wireless fidelity access point (WiFi-AP), etc., and the specific form of the access point does not affect the implementation of the embodiment, and thus the present invention is implemented. This example does not limit this.
  • the measurement terminal should not be understood as having only one measurement terminal, and the number thereof may be many, and of course only one is also possible. The greater the number of station measurement reports, the more the final positioning accuracy of the embodiment of the present invention can be improved.
  • the anchor access point may be known in advance, and the reason for knowing in advance may be configured by the engineering personnel, or may be automatically determined according to some other information in the measurement report, and the embodiment does not limit the uniqueness.
  • the embodiment relies on the site measurement report reported by the measurement terminal to perform hidden layer information mining, determines the spatial distance relationship before the site, and then determines the previously unknown floors through the anchor access points of the known floors according to the spatial distance relationship.
  • the specific floor of the access point completes the collection of access point floor information.
  • the process uses crowdsourcing to excavate, and does not require the engineering personnel to collect corresponding data on site, which meets the technical requirements of low cost and convenient implementation.
  • the relative distance between the access points may be the distance of the parameter class or the distance of the classification, as follows:
  • the processor 1803 is configured to calculate the relative relationship between the access points according to the signal strength. Distance includes:
  • the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
  • the former distance belongs to the distance of the parameter class
  • the latter distance of the data classification reflects the relative concept of the actual distance.
  • the degree of association between the signals of the access points is the change of the signal strength, or whether the signal strength statically shows whether the signal strength between the two access points is related and the degree of association.
  • the relationship between the signals of the access points must exist because of the distance. For example, two access points with close distances will appear in the site measurement report at the same time, and the signal strength values are likely to be close.
  • the embodiment of the present invention further provides a preferred implementation manner of recording signal strength and the like in a matrix, and a specific implementation manner of the specific calculation manner, as follows:
  • the processor 1803 is configured to determine, according to the signal strength, a signal corresponding to each access point.
  • the degree of relevance includes:
  • the access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report;
  • the access point and the second access point are access points in the set of access points to be located;
  • the access point signal coupling matrix is configured to record a ratio of the number of times that the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point proportion;
  • the embodiment further provides a specific obtaining manner of each item of the access point signal correlation matrix, as follows: the processor 1803 is configured to use the access point signal strength matrix and the access point signal coupling matrix. And the access point signal correlation matrix calculated by the access point is obtained by:
  • R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i;
  • C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and
  • G(i,j) is the number in the signal strength matrix.
  • the embodiment of the present invention further provides a specific example of how the floor information of the anchor access point is obtained.
  • the receiving device 1801 is further configured to determine each access according to a relative distance between the anchor access point and the access point. Before the floor where the point is located, receiving preset information as an anchor access point, where the preset information includes floor information of the anchor access point; or
  • the GPS measurement information is also included in the site measurement report, and the processor 1803 is configured to sort the access point or the signal strength in which the signal strength in the station measurement report is greater than a predetermined threshold when the GPS information is switched from when there is no time.
  • the number of access points set before is determined to be located at the surface layer and serves as an anchor access point; or
  • the above-mentioned site measurement report further includes global positioning system GPS information, and the processor 1803 is configured to determine, according to the GPS information, that the measurement report is from outdoor or indoor, and the device with the highest average signal strength in the station measurement report from the outdoor is set.
  • a fixed number of access points are determined to be located at the surface layer and serve as anchor access points.
  • the above provides the source of the floor information of the four anchor access points, wherein the first two are externally input, and the latter two are hidden layer information mining for the site measurement report; wherein, in the first mode, the preset information It may be a newly deployed access point, which is determined and then provided to the network side during deployment; or, by manually selecting a part of the access point to determine the floor and then providing it to the network side; in the second mode, the mobile terminal is adjacent to a certain connection
  • the access point of the access point or the access point is not described in detail in this embodiment. This method can be used to determine the error correction process after the initial determination of the access point floor in this embodiment, or in the initial determination of the access point.
  • the feedback information of the user is collected before the floor; in this way, the feedback information can be further filtered, for example, the information fed back by the untrusted mobile terminal is removed, the information of the obviously wrong mark is removed, or the setting needs to be exceeded.
  • the number of mobile terminals feedbacks a certain floor to which an access point belongs to achieve mutual authentication, etc.; the third way uses the GPS information of the mobile terminal to move from the outdoor to the indoor, the loss characteristics occur, thereby determining that the indoor location is located The access point of the surface layer; the fourth method utilizes the characteristic that the signal strength between the peer access points has strong correlation.
  • the embodiment of the present invention further provides the following solution: the processor 1803 is further configured to: at the foregoing site, the measurement report further includes a measurement time, and is determined according to the measurement time.
  • the proximity relationship between the time dimension access points; determining the proximity relationship between the time dimension access points according to the measurement time includes: calculating a minimum time for the measurement terminal to move from the first access point to the second access point, The first access point and the second access point are access points in the set of access points to be located; if the minimum time for the measurement terminal to move from the first access point to the second access point is less than a third threshold, then Determining to be the same layer; and/or determining the neighboring layer if the measurement terminal moves from the first access point to the second access point for a minimum time greater than a fourth threshold and less than the third threshold.
  • the manner in which the access point belongs to the same layer or the non-same layer is determined, and the result determined by the correlation of the access point signal can be comprehensively considered for mutual verification, thereby further improving the accuracy of the hidden layer information mining.
  • the embodiment further provides the following scheme for improving the accuracy of the hidden layer information mining, as follows:
  • the processor 1803 is further used. And generating a control topology matrix for recording a spatial position relationship between the access points according to the relative distance between the access points and determining the proximity relationship between the time dimension access points according to the measurement time;
  • the above determining the floor where each access point is located according to the relative distance between the anchor access point and the access point includes:
  • the floor where each access point is located is determined according to the anchor access point and the spatial positional relationship between the access points.
  • This embodiment also provides which access point the measurement terminal needs to be used in the foregoing embodiment.
  • the specific determination manner is as follows: the processor 1803 is further configured to: if the maximum signal strength in the station measurement report is greater than the fifth threshold, determine that the measurement terminal is close to the access point corresponding to the maximum signal strength at the corresponding time of the measurement report.
  • the measurement report may be ignored, or the measurement report may be screened out before the hidden layer information mining.
  • this embodiment further provides another floor location solution, which is specifically as follows:
  • the receiving device 1801 is configured to receive the information from the floor after the access point is determined according to the solution of the embodiment of the present invention, or after receiving the information of the floor where each access point is determined according to the solution of the embodiment of the present invention.
  • the positioning request of the terminal carries the access point identifier in the foregoing positioning request;
  • the processor 1803 is configured to query information about a floor where the access point is located, determine a floor where the access point corresponding to the access point identifier is located, and obtain result data;
  • the transmitting device 1802 is configured to send the result data to the mobile terminal.
  • this embodiment further provides another floor location solution, which is specifically as follows:
  • the receiving device 1801 is configured to receive the information from the floor after the access point is determined according to the solution of the embodiment of the present invention, or after receiving the information of the floor where each access point is determined according to the solution of the embodiment of the present invention. Location request of the terminal;
  • the processor 1803 is configured to determine a building where the mobile terminal is located;
  • the transmitting device 1802 is configured to send, to the mobile terminal, information about a floor where each access point corresponding to the building is located, and the mobile terminal determines the floor where the mobile terminal is located.
  • the present invention further provides another mobile terminal, as shown in FIG. 19, comprising: a receiving device 1901, a sending device 1902, a processor 1903, and a storage device 1904; the processor 1904 can be used for storing related data, or can be used.
  • the processor 1903 performs data caching when the operation is performed; the sending device 1902 may be configured to receive the transmission of the related request that may be needed before the device 1901 receives the data;
  • the receiving device 1901 is configured to receive, by using a server, information about a floor where each access point determined according to the solution of the embodiment of the present invention is located;
  • the processor 1903 is configured to acquire the mobile terminal when determining a location requirement.
  • the access point of the front access point queries the floor of the floor where the mobile terminal is currently located in the information of the floor where the access point is located, as the floor where the mobile terminal is currently located.
  • the above three floor positioning embodiments are all that the network side provides a floor location service for the mobile terminal, and the features are:
  • the first one is initiated by the mobile terminal, and the information of the floor of the access point is on the network device, and the information of the floor is returned by the network device;
  • the second one is initiated by the mobile terminal, and the information of the floor of the access point is in the network device, and the information of the floor of the access point included in the building is returned by the network side, and the mobile terminal determines the floor where it is located;
  • the floor information of the access point is pre-downloaded by the mobile terminal, and then the mobile terminal determines its own floor.
  • the first scheme has the least information transmission; the second scheme has less information transmission, and the mobile terminal does not need to request the location service multiple times in the same building; the third scheme can use the non-location
  • the charging traffic pre-downloads the required information and does not require a location service request to be initiated to the network device, minimizing possible charges.
  • different implementation schemes can be selected separately.
  • whether the mobile terminal initiates a related request for the location service or downloads related data of the floor information the network device may perform authentication first, and if the authentication fails, the corresponding operation is denied, and the authentication may be the permission.
  • the identification can also be the identification of the identity, or the identification of whether it is safe or not.
  • the mobile terminal can also feed back some information to the network device, for example, to inform whether the positioning is correct. Informing the current actual floor, etc., which facilitates the network device to update/correct the information of the floor of the access point.
  • the embodiment of the present invention further provides another mobile terminal.
  • the terminal may be any terminal device including a mobile phone, a tablet computer, a PDA (Personal Digital Assistant), a POS (Point of Sales), and the terminal is a mobile phone as an example:
  • FIG. 20 is a block diagram showing a partial structure of a mobile phone related to a terminal provided by an embodiment of the present invention.
  • the mobile phone includes: a radio frequency (RF) circuit 2010, a memory 2020, an input unit 2030, a display unit 2040, a sensor 2050, an audio circuit 2060, a wireless fidelity (WiFi) module 2070, and a processor 2080. And power supply 2090 and other components.
  • RF radio frequency
  • RF radio frequency
  • the structure of the handset shown in Figure 20 does not constitute a limitation to the handset, and may include more or fewer components than those illustrated, or some components may be combined, or different components may be arranged.
  • the RF circuit 2010 can be used for receiving and transmitting signals during the transmission or reception of information or during a call. Specifically, after receiving the downlink information of the base station, the processor 2080 processes the data. In addition, the uplink data is designed to be sent to the base station. Generally, RF circuit 2010 includes, but is not limited to, an antenna, at least one amplifier, a transceiver, a coupler, a Low Noise Amplifier (LNA), a duplexer, and the like. In addition, the RF circuit 2010 can also communicate with the network and other devices through wireless communication. The above wireless communication may use any communication standard or protocol, including but not limited to Global System of Mobile communication (GSM), General Packet Radio Service (GPRS), Code Division Multiple Access (Code Division). Multiple Access (CDMA), Wideband Code Division Multiple Access (WCDMA), Long Term Evolution (LTE), E-mail, Short Messaging Service (SMS), and the like.
  • GSM Global System of Mobile communication
  • GPRS General Packet Radio Service
  • CDMA Code
  • the memory 2020 can be used to store software programs and modules, and the processor 2080 executes various functional applications and data processing of the mobile phone by running software programs and modules stored in the memory 2020.
  • the memory 2020 may mainly include a storage program area and a storage data area, wherein the storage program area may store an operating system, an application required for at least one function (such as a sound playing function, an image playing function, etc.), and the like; the storage data area may be stored according to Data created by the use of the mobile phone (such as audio data, phone book, etc.).
  • memory 2020 can include high speed random access memory, and can also include non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other volatile solid state storage device.
  • the input unit 2030 can be configured to receive input numeric or character information and to generate key signal inputs related to user settings and function controls of the handset.
  • the input unit 2030 may include a touch panel 2031 and other input devices 2032.
  • the touch panel 2031 also referred to as a touch screen, can collect touch operations on or near the user (such as the user using a finger, a stylus, or the like on the touch panel 2031 or near the touch panel 2031. Operation), and drive the corresponding connecting device according to a preset program.
  • the touch panel 2031 may include two parts: a touch detection device and a touch controller.
  • the touch detection device detects the touch orientation of the user and detects the touch operation
  • the signal is transmitted to the touch controller; the touch controller receives the touch information from the touch detection device, converts it into contact coordinates, sends it to the processor 2080, and can receive the command from the processor 2080.
  • the touch panel 2031 can be implemented in various types such as resistive, capacitive, infrared, and surface acoustic waves.
  • the input unit 2030 may also include other input devices 2032.
  • other input devices 2032 may include, but are not limited to, one or more of a physical keyboard, function keys (such as volume control buttons, switch buttons, etc.), trackballs, mice, joysticks, and the like.
  • the display unit 2040 can be used to display information input by the user or information provided to the user as well as various menus of the mobile phone.
  • the display unit 2040 can include a display panel 2041.
  • the display panel 2041 can be configured in the form of a liquid crystal display (LCD), an organic light-emitting diode (OLED), or the like.
  • the touch panel 2031 can cover the display panel 2041. When the touch panel 2031 detects a touch operation on or near the touch panel 2031, the touch panel 2031 transmits to the processor 2080 to determine the type of the touch event, and then the processor 2080 according to the touch event. The type provides a corresponding visual output on display panel 2041.
  • touch panel 2031 and the display panel 2041 are used as two independent components to implement the input and input functions of the mobile phone in FIG. 20, in some embodiments, the touch panel 2031 and the display panel 2041 may be integrated. Realize the input and output functions of the phone.
  • the handset can also include at least one type of sensor 2050, such as a light sensor, motion sensor, and other sensors.
  • the light sensor may include an ambient light sensor and a proximity sensor, wherein the ambient light sensor may adjust the brightness of the display panel 2041 according to the brightness of the ambient light, and the proximity sensor may close the display panel 2041 and/or when the mobile phone moves to the ear. Or backlight.
  • the accelerometer sensor can detect the magnitude of acceleration in all directions (usually three axes). When it is stationary, it can detect the magnitude and direction of gravity.
  • the mobile phone can be used to identify the gesture of the mobile phone (such as horizontal and vertical screen switching, related Game, magnetometer attitude calibration), vibration recognition related functions (such as pedometer, tapping), etc.; as for the mobile phone can also be configured with gyroscopes, barometers, hygrometers, thermometers, infrared sensors and other sensors, no longer Narration.
  • the gesture of the mobile phone such as horizontal and vertical screen switching, related Game, magnetometer attitude calibration
  • vibration recognition related functions such as pedometer, tapping
  • the mobile phone can also be configured with gyroscopes, barometers, hygrometers, thermometers, infrared sensors and other sensors, no longer Narration.
  • An audio circuit 2060, a speaker 2061, and a microphone 2062 can provide an audio interface between the user and the handset.
  • the audio circuit 2060 can transmit the converted electrical data of the received audio data to the speaker 2061, and convert it into a sound signal output by the speaker 2061; on the other hand, the microphone 2062 will collect the collected signal.
  • the sound signal is converted into an electrical signal, which is received by the audio circuit 2060 and converted into audio data, and then processed by the audio data output processor 2080, sent to the other mobile phone via the RF circuit 2010, or output the audio data to the memory 2020. Further processing.
  • WiFi is a short-range wireless transmission technology.
  • the mobile phone can help users to send and receive emails, browse web pages and access streaming media through the WiFi module 2070. It provides users with wireless broadband Internet access.
  • FIG. 20 shows the WiFi module 2070, it can be understood that it does not belong to the essential configuration of the mobile phone, and may be omitted as needed within the scope of not changing the essence of the invention.
  • the processor 2080 is a control center for the handset that connects various portions of the entire handset using various interfaces and lines, by executing or executing software programs and/or modules stored in the memory 2020, and invoking data stored in the memory 2020, executing The phone's various functions and processing data, so that the overall monitoring of the phone.
  • the processor 2080 may include one or more processing units; preferably, the processor 2080 may integrate an application processor and a modem processor, where the application processor mainly processes an operating system, a user interface, an application, and the like.
  • the modem processor primarily handles wireless communications. It will be appreciated that the above described modem processor may also not be integrated into the processor 2080.
  • the mobile phone also includes a power supply 2090 (such as a battery) for powering various components.
  • a power supply 2090 (such as a battery) for powering various components.
  • the power supply can be logically coupled to the processor 2080 through a power management system to manage functions such as charging, discharging, and power management through the power management system.
  • the mobile phone may further include a camera, a Bluetooth module, and the like, and details are not described herein again.
  • the function of the processor 2080 included in the terminal may correspond to the function of the processor 1803 in the foregoing embodiment, and the function of the receiving device 1801 may correspond to the RF circuit 2001 or the WIFI module 2070.
  • FIG. 21 is a schematic structural diagram of a server according to an embodiment of the present invention.
  • the server 2100 may have a large difference due to different configurations or performances, and may include one or more central processing units (CPUs) 2122 (for example, One or more processors and memory 2132, one or more storage media 2130 storing application 2142 or data 2144 (eg, one or one storage device in Shanghai).
  • the memory 2132 and the storage medium 2130 may be short-term storage or persistent storage.
  • the program stored on storage medium 2130 may include one or more modules (not shown), each of which may include a series of instruction operations in the server.
  • the central processing unit 2122 can be configured to communicate with the storage medium 2130 at the server A series of instruction operations in the storage medium 2130 are executed on the 2100.
  • Server 2100 may also include one or more power sources 2126, one or more wired or wireless network interfaces 2150, one or more input and output interfaces 2158, and/or one or more operating systems 2141, such as Windows ServerTM, Mac OS XTM, UnixTM, LinuxTM, FreeBSDTM and more.
  • operating systems 2141 such as Windows ServerTM, Mac OS XTM, UnixTM, LinuxTM, FreeBSDTM and more.
  • the steps performed by the processor in the network device in the above embodiment may be based on the central processing unit 2122 shown in FIG. 21, and the functions of the receiving device and the transmitting device may correspond to the input/output interface 2158.
  • the storage medium may be a read only memory, a magnetic disk or an optical disk or the like.

Abstract

A floor positioning method, network device and mobile terminal. The method comprises: receiving a site measurement report from a measuring terminal, wherein the site measurement report comprises signal strengths of at least two access points measured by the measuring terminal at a measure point and access point identifiers corresponding to the signal strengths; calculating a relative distance between the access points according to the signal strengths; determining floors on which each of the access points is located according to an anchor access point and the relative distance between the access points, wherein the anchor access point is an access point located on a known floor and included in the measurement report. By mining hidden layer information in a site measurement report reported by a measuring terminal, previous spatial distance relationships of sites can be determined and then specific floor information of access points which is previously unknown can be determined according to the spatial distance relationships through an anchor access point on a known floor, thereby enabling collection of floor information of access points and satisfying technical requirements of low cost and easy implementation by adopting crowdsourcing mining.

Description

一种楼层定位方法、网络设备及移动终端Floor positioning method, network device and mobile terminal 技术领域Technical field
本发明涉及通信技术领域,特别涉及一种楼层定位方法、网络设备及移动终端。The present invention relates to the field of communications technologies, and in particular, to a floor positioning method, a network device, and a mobile terminal.
背景技术Background technique
随着无线通信技术的发展,室内接入点(Access Point,AP)部署的不断增多,网络规模越来越大,结构日益复杂。用户急剧增长的同时,室内发射站点部署不合理所带来的网络干扰等问题开始凸显出来,因此,运营商急需发现室内AP并对其进行网络优化与规划工作。接入点有时候也称为站点或者发射站点,其名称依技术人员习惯不同有所差异。With the development of wireless communication technologies, the deployment of indoor access points (APs) is increasing, the network scale is getting larger and larger, and the structure is increasingly complicated. At the same time of the rapid growth of users, problems such as network interference caused by unreasonable deployment of indoor launch sites have begun to emerge. Therefore, operators urgently need to discover indoor APs and perform network optimization and planning. Access points are sometimes referred to as sites or launch sites, and their names vary according to the skill of the technician.
与此同时,基于位置的服务和应用不断丰富,使得用户对于位置精确性与实时性的要求越来越高,基于二维平面的定位技术已经越来越不能满足需要,室内用户设备(User Equipment,UE)楼层的获取也越来越受重视。At the same time, location-based services and applications continue to be enriched, making users more and more demanding for location accuracy and real-time performance. Two-dimensional plane-based positioning technology has become increasingly incapable of meeting the needs of indoor user equipment (User Equipment , UE) floor access is also getting more and more attention.
目前对AP进行楼层定位,通常有如下几种实现方案:Currently, there are several implementation schemes for AP positioning on the floor:
1、在部署室内AP的同时记录AP所在建筑的楼层数,并结合建筑地图标记其在建筑中的位置。1. Record the number of floors in the building where the AP is located while deploying the indoor AP, and mark its location in the building in combination with the building map.
该方案至少存在如下问题:私人建筑楼层信息难以获取,私人搭建的室内AP的楼层信息也难以获取,另外,运营商先期已经搭建好的AP也没有这方面的信息。因此信息搜集工作量过大,成本过高,难以实施。At least the following problems exist in the scheme: the floor information of the private building is difficult to obtain, and the floor information of the private AP is also difficult to obtain. In addition, the AP that has been built by the operator has no such information. Therefore, the information collection work is too large, the cost is too high, and it is difficult to implement.
2、通过采集室内AP的信号强度的指纹,利用类似于室外基站的小区标识(CELL-ID)定位方法,具体如下:2. By collecting the fingerprint of the signal strength of the indoor AP, using a cell identification (CELL-ID) positioning method similar to the outdoor base station, as follows:
将信号强度的指纹与空间位置对应,建立室内AP信号的指纹库。对于每个室内AP,包括室内蜂窝站、无线保真接入点(WiFi-AP)等,寻找接收信号强度最强的AP,将该AP收集的信号指纹与指纹库进行匹配,所得空间位置即为室内发射站点位置,所在位置的楼层即为室内AP所在的楼层。相应地,室内UE采用指纹匹配算法将匹配指纹的AP的楼层作为室内UE的楼层。The fingerprint of the signal strength is mapped to the spatial location, and a fingerprint database of the indoor AP signal is established. For each indoor AP, including an indoor cell station, a wireless fidelity access point (WiFi-AP), etc., look for the AP with the strongest received signal strength, and match the signal fingerprint collected by the AP with the fingerprint database, and the resulting spatial location is For the indoor launch site location, the floor at the location is the floor where the indoor AP is located. Correspondingly, the indoor UE adopts a fingerprint matching algorithm to use the floor of the AP matching the fingerprint as the floor of the indoor UE.
该方案,也需要事先采集室内AP的信号指纹,建立指纹库,工作量巨大。 The program also needs to collect the signal fingerprint of the indoor AP in advance, and establish a fingerprint library, which has a huge workload.
3、首先生成一张建筑物的基本信息表,在基本信息表中包括建筑物的楼层数量,任意两层楼之间乘坐电梯需要的时间,或步行楼梯所需步数。然后利用基于手机加速度数据的行为识别技术,识别用户乘坐电梯或走楼梯的行为。最后将建筑物基本信息表被下载到用户手机里,当用户改变自己的楼层,手机识别出该行为,并通过映射表查找获取该用户的楼层位置。3. First, generate a basic information table of the building, including the number of floors of the building in the basic information table, the time required to take the elevator between any two floors, or the number of steps required to walk the stairs. The behavior recognition technology based on the acceleration data of the mobile phone is then used to identify the behavior of the user taking the elevator or taking the stairs. Finally, the basic information table of the building is downloaded to the user's mobile phone. When the user changes his own floor, the mobile phone recognizes the behavior and finds the floor location of the user through the mapping table.
该方案,建筑物基本信息表的获取需要大量的人员参与,而且很多建筑,测量员无法进入进行实地测量。In this program, the acquisition of the basic information form of the building requires a large number of personnel to participate, and many buildings and surveyors cannot enter the field measurement.
从以上三个方案可以获知,目前进行楼层定位的方案,需要人工参与工作量巨大的数据采集,而且这些信息甚至无法采集到。因此成本高,且难以实施。It can be known from the above three schemes that the current scheme of floor positioning requires manual participation in data collection with a large amount of work, and this information cannot even be collected. Therefore, the cost is high and it is difficult to implement.
发明内容Summary of the invention
本发明实施例提供了一种楼层定位方法、网络设备及移动终端,用于提供定位接入点楼层的技术方案,并且满足成本较低并且方便实施的要求。The embodiments of the present invention provide a floor positioning method, a network device, and a mobile terminal, which are used to provide a technical solution for locating an access point floor, and meet the requirements of low cost and convenient implementation.
一方面,本申请实施例提供了一种楼层定位方法,包括:In one aspect, the embodiment of the present application provides a floor positioning method, including:
测量终端向网络设备发送站点测量报告,在所述站点测量报告中包含所述测量终端在测量点测量至少两个接入点的信号强度以及与信号强度对应的接入点标识;测量终端是以其功能命名的终端设备,通常来说可以是任意具有无线通信功能的移动终端,不应将测量终端唯一理解为移动终端。在本实施例中,测量终端不应理解为只有一个测量终端,其数量可以是很多个,当然只有一个也是可以的。The measurement terminal sends a site measurement report to the network device, where the measurement report includes the measurement terminal measuring the signal strength of the at least two access points and the access point identifier corresponding to the signal strength at the measurement point; the measurement terminal is A terminal device whose function is named may generally be any mobile terminal having a wireless communication function, and the measurement terminal should not be exclusively understood as a mobile terminal. In this embodiment, the measurement terminal should not be understood as having only one measurement terminal, and the number thereof may be many, and of course only one is also possible.
网络设备依据信号强度计算接入点之间的相对距离;依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层;所述锚接入点为已知楼层且在测量报告中包含的接入点。锚接入点可以是预先就知道的,预先知道的原因可以是工程人员配置的,也可以是依据测量报告中一些其他信息自动确定的,本实施例不予唯一性限定。The network device calculates a relative distance between the access points according to the signal strength; determining a floor where each access point is located according to the anchor access point and a relative distance between the access points; the anchor access point is a known floor And the access point included in the measurement report. The anchor access point may be known in advance, and the reason for knowing in advance may be configured by the engineering personnel, or may be automatically determined according to some other information in the measurement report, and the embodiment does not limit the uniqueness.
在一个可能的实现方式中,接入点之间的相对距离,可以是参数类的距离,也可以是分类的距离,具体如下:所述依据信号强度计算接入点之间的相对距离包括:In a possible implementation, the relative distance between the access points may be the distance of the parameter class or the distance of the classification, as follows: the calculating the relative distance between the access points according to the signal strength includes:
依据信号强度确定对应各接入点的信号之间的关联度,关联度越大确定接 入点之间的相对距离越小,关联度越小确定接入点之间的相对距离越大;或者,Determine the degree of association between the signals corresponding to each access point according to the signal strength, and the greater the degree of association is determined The smaller the relative distance between the in points, the smaller the degree of association is to determine the greater the relative distance between the access points; or,
若第一接入点与第二接入点的信号之间的关联度小于第一阈值,则确定第一接入点与第二接入点位于同房间;若第一接入点与第二接入点的信号之间的关联度小于第二阈值大于所述第一阈值,则确定第一接入点与第二接入点位于同一层临近房间或者相邻层的相邻房间。If the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
在一个可能的实现方式中,以矩阵记录信号强度等信息方便计算,以及具体的计算方式的优选实现方案,具体如下:所述依据信号强度确定对应各接入点的信号之间的关联度包括:In a possible implementation manner, the information is recorded in a matrix to record the signal strength and the like, and the preferred implementation manner of the specific calculation manner is as follows: the determining the degree of association between the signals corresponding to the access points according to the signal strength includes: :
建立接入点信号强度矩阵和接入点信号耦合矩阵;Establishing an access point signal strength matrix and an access point signal coupling matrix;
其中,所述接入点信号强度矩阵,用于记录测量报告中同时出现第一接入点和第二接入点时,第一接入点或第二接入点的平均信号强度;所述第一接入点和第二接入点为待定位的接入点集合中的接入点;The access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report; The first access point and the second access point are access points in the set of access points to be located;
所述接入点信号耦合矩阵,用于记录测量报告中同时出现第一接入点和第二接入点的次数占第一接入点出现总次数的比例或者占第二接入点出现总次数的比例;The access point signal coupling matrix is configured to record a ratio of the number of times the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point The proportion of times;
依据所述接入点信号强度矩阵计算得到接入点信号相关矩阵,用于记录接入点两两之间的信号强度变化趋势相关程度;Calculating an access point signal correlation matrix according to the access point signal strength matrix, and recording the correlation degree of the signal strength change trend between the access points;
依据所述接入点信号强度矩阵、所述接入点信号耦合矩阵以及所述接入点信号相关矩阵计算得到接入点信号关联矩阵,用于记录接入点信号之间的关联度。And calculating an access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, for recording the degree of association between the access point signals.
在一个可能的实现方式中,接入点信号相关矩阵的每一项的具体获得方式,如下:所述依据所述接入点信号强度矩阵、所述接入点信号耦合矩阵以及所述接入点信号相关矩阵计算得到接入点信号关联矩阵包括:In a possible implementation manner, the specific obtaining manner of each item of the access point signal correlation matrix is as follows: according to the access point signal strength matrix, the access point signal coupling matrix, and the access The point signal correlation matrix is calculated to obtain an access point signal correlation matrix including:
计算接入点信号关联矩阵的每一项:
Figure PCTCN2015093504-appb-000001
其中,R(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现的次数占编号为i的接入点出现总次数的比例;C(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现时编号为i的接入点的平均信号强度,G(i,j)为信号强度矩阵中编号为i的一列与编号为j的一列的相关系数。
Calculate each item of the access point signal correlation matrix:
Figure PCTCN2015093504-appb-000001
Where R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i; C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and G(i,j) is the number in the signal strength matrix. The correlation coefficient between a column of i and a column numbered j.
在一个可能的实现方式中,锚接入点的楼层信息是如何获得的具体举例说 明:在依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层之前,所述方法还包括:In a possible implementation, how to obtain the floor information of the anchor access point is a specific example. The method further includes: before determining the floor where each access point is located according to the relative distance between the anchor access point and the access point, the method further includes:
接收作为锚接入点的预置信息,所述预置信息中包含锚接入点的楼层信息;或者,Receiving preset information as an anchor access point, where the preset information includes floor information of an anchor access point; or
接收移动终端发送的所述移动终端当前临近或接入的接入点所在的楼层信息,并将所述移动终端上报的接入点作为锚接入点;或者,Receiving, by the mobile terminal, floor information of an access point currently adjacent to or accessed by the mobile terminal, and using an access point reported by the mobile terminal as an anchor access point; or
在所述站点测量报告中还包含有全球定位系统GPS信息,将所述GPS信息从有切换为无时,站点测量报告中信号强度大于预定阈值的接入点或信号强度排序在前设定个数的接入点确定为位于地表层,并作为锚接入点;或者,The GPS measurement information is also included in the site measurement report, and the GPS information is switched from being switched to being non-timed, and the access point or signal strength of the station measurement report whose signal strength is greater than a predetermined threshold is previously set. The number of access points is determined to be at the surface layer and serves as an anchor access point; or,
在所述站点测量报告中还包含有全球定位系统GPS信息,依据所述GPS信息确定测量报告来自于室外或室内,将来自室外的站点测量报告中平均信号强度最强的设定个数的接入点确定为位于地表层,并作为锚接入点。The GPS measurement information is also included in the site measurement report, and the measurement report is determined to be from the outdoor or indoor according to the GPS information, and the set number of the average signal strength in the station measurement report from the outdoor is the strongest. The in point is determined to be at the surface layer and serves as an anchor access point.
以上提供了四种锚接入点的楼层信息的来源,其中前两种是由外部输入的,后两种是对站点测量报告的隐层信息挖掘。The above provides the source of the floor information of the four anchor access points, the first two are input by the outside, and the latter two are the hidden layer information mining of the station measurement report.
在一个可能的实现方式中,为了更准确的确定接入点是同层还是非同层,本发明实施例还提供了如下解决方案:所述方法还包括:In a possible implementation, in order to determine whether the access point is the same layer or the non-same layer, the embodiment of the present invention further provides the following solution: the method further includes:
在所述站点测量报告还包含测量时间,依据测量时间确定在时间维度接入点之间的临近关系;所述依据测量时间确定在时间维度接入点之间的临近关系包括:计算测量终端从第一接入点移动到第二接入点的最短时间,所述第一接入点和第二接入点为待定位的接入点集合中的接入点;若测量终端从第一接入点移动到第二接入点的最短时间小于第三阈值,则确定为同层;和/或,若测量终端从第一接入点移动到第二接入点的最短时间大于第四阈值并且小于所述第三阈值,则确定为相邻层。The measurement report at the station further includes a measurement time, and determining a proximity relationship between the time dimension access points according to the measurement time; determining, according to the measurement time, the proximity relationship between the time dimension access points comprises: calculating the measurement terminal from The shortest time that the first access point moves to the second access point, where the first access point and the second access point are access points in the set of access points to be located; if the measurement terminal is connected from the first If the minimum time that the ingress point moves to the second access point is less than the third threshold, it is determined to be the same layer; and/or, if the measurement terminal moves from the first access point to the second access point, the shortest time is greater than the fourth threshold. And less than the third threshold, it is determined to be an adjacent layer.
本实施例确定接入点属于同层还是非同层的方式,可以与采用接入点信号相关性确定的结果综合考虑相互印证,从而更进一步地提高隐层信息挖掘的准确性。In this embodiment, the manner in which the access point belongs to the same layer or the non-same layer is determined, and the result determined by the correlation of the access point signal can be comprehensively considered for mutual verification, thereby further improving the accuracy of the hidden layer information mining.
在一个可能的实现方式中,结合接入点之间的相对距离和在时间维度接入点之间的临近关系,本实施例还提供了如下提高隐层信息挖掘的准确性的方案,具体如下:所述方法还包括: In a possible implementation manner, combining the relative distance between the access points and the proximity relationship between the access points in the time dimension, the embodiment further provides the following scheme for improving the accuracy of the hidden layer information mining, as follows: The method further includes:
依据所述接入点之间的相对距离,以及依据测量时间确定在时间维度接入点之间的临近关系,生成控件拓扑矩阵,用于记录各接入点之间的空间位置关系;Determining, according to the relative distance between the access points, the proximity relationship between the time dimension access points according to the measurement time, and generating a control topology matrix for recording a spatial position relationship between the access points;
所述依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层包括:Determining, according to the relative distance between the anchor access point and the access point, the floor where each access point is located includes:
依据锚接入点以及所述接入点之间的空间位置关系确定各接入点所在的楼层。The floor where each access point is located is determined according to the anchor access point and the spatial positional relationship between the access points.
在一个可能的实现方式中,前述实施例中需要用到的测量终端靠近哪一个接入点的具体确定方式,如下:所述方法还包括:In a possible implementation, the specific determining manner of the measurement terminal that is used in the foregoing embodiment is as follows: The method further includes:
若站点测量报告中信号强度最大值大于第五阈值,则确定测量终端在所述测量报告对应时刻靠近最大信号强度对应的接入点。If the maximum value of the signal strength in the station measurement report is greater than the fifth threshold, it is determined that the measurement terminal is close to the access point corresponding to the maximum signal strength at the time corresponding to the measurement report.
在本实施例中,如果没有大于第五阈值的信号强度,可能存在判断失误的情况,因此可以不予理会该测量报告,或者说在隐层信息挖掘之前就筛除该测量报告。In this embodiment, if there is no signal strength greater than the fifth threshold, there may be a case of a judgment error, so the measurement report may be ignored, or the measurement report may be screened out before the hidden layer information mining.
二方面,本申请实施例还提供了一种楼层定位方法,包括:On the second aspect, the embodiment of the present application further provides a floor positioning method, including:
在依据一方面的方法确定各接入点所在的楼层后,或者在接收到依据一方面的方法确定各接入点所在的楼层的信息后,接收来自移动终端的定位请求,在所述定位请求中携带有接入点标识;After determining the floor where each access point is located according to the method of one aspect, or after receiving the information of the floor where each access point is located according to the method of one aspect, receiving a positioning request from the mobile terminal, in the positioning request Carrying an access point identifier;
查询接入点所在的楼层的信息,确定所述接入点标识对应的接入点所在楼层,得到结果数据;Querying the information of the floor where the access point is located, determining the floor of the access point corresponding to the access point identifier, and obtaining result data;
向所述移动终端发送所述结果数据。Transmitting the result data to the mobile terminal.
三方面,本申请实施例还提供了一种楼层定位方法,包括:In three aspects, the embodiment of the present application further provides a floor positioning method, including:
在依据一方面的方法确定各接入点所在的楼层后,或者在接收到依据一方面的方法确定各接入点所在的楼层的信息后,接收来自移动终端的定位请求,并确定所述移动终端所在的建筑;After determining the floor where each access point is located according to an aspect of the method, or after receiving the information of the floor where each access point is located according to the method of one aspect, receiving a positioning request from the mobile terminal, and determining the movement The building where the terminal is located;
向所述移动终端发送所述建筑对应的各接入点所在的楼层的信息,用于所述移动终端确定所述移动终端所在楼层。And transmitting, to the mobile terminal, information about a floor where each access point corresponding to the building is located, where the mobile terminal determines a floor where the mobile terminal is located.
四方面,本申请实施例还提供了一种楼层定位方法,包括:In four aspects, the embodiment of the present application further provides a floor positioning method, including:
移动终端从服务器下载依据一方面的方法确定各接入点所在的楼层的信 息;The mobile terminal downloads a letter from the server according to an aspect of the method to determine the floor where each access point is located. interest;
移动终端在确定有楼层定位需求时,获取所述移动终端当前接近的接入点,在所述各接入点所在的楼层的信息中查询所述移动终端当前接近的接入点所在的楼层,作为所述移动终端当前所在的楼层。When the mobile terminal determines that there is a floor location requirement, the access point that the mobile terminal is currently approaching is obtained, and the floor of the floor where the mobile terminal is located is queried in the information of the floor where the access point is located, As the floor where the mobile terminal is currently located.
五方面,本发明实施例还提供了一种网络设备,包括:In a fifth aspect, the embodiment of the present invention further provides a network device, including:
报告接收单元,用于接收来自测量终端的站点测量报告,在所述站点测量报告中包含所述测量终端在测量点测量至少两个接入点的信号强度以及与信号强度对应的接入点标识;a report receiving unit, configured to receive a station measurement report from the measurement terminal, where the measurement report includes the measurement terminal measuring signal strength of at least two access points at the measurement point and an access point identifier corresponding to the signal strength ;
距离计算单元,用于依据信号强度计算接入点之间的相对距离;a distance calculation unit, configured to calculate a relative distance between the access points according to the signal strength;
楼层确定单元,用于依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层;所述锚接入点为已知楼层且在测量报告中包含的接入点。a floor determining unit, configured to determine a floor where each access point is located according to an anchor access point and a relative distance between the access points; the anchor access point is a known floor and the access included in the measurement report point.
在一个可能的实现方式中,所述距离计算单元,用于依据信号强度确定对应各接入点的信号之间的关联度,关联度越大确定接入点之间的相对距离越小,关联度越小确定接入点之间的相对距离越大;或者,In a possible implementation manner, the distance calculation unit is configured to determine, according to the signal strength, a degree of association between signals corresponding to each access point, and the greater the degree of association, the smaller the relative distance between the access points is determined, and the association is performed. The smaller the degree, the greater the relative distance between access points; or,
若第一接入点与第二接入点的信号之间的关联度小于第一阈值,则确定第一接入点与第二接入点位于同房间;若第一接入点与第二接入点的信号之间的关联度小于第二阈值大于所述第一阈值,则确定第一接入点与第二接入点位于同一层临近房间或者相邻层的相邻房间。If the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
在一个可能的实现方式中,所述距离计算单元,用于依据信号强度确定对应各接入点的信号之间的关联度包括:建立接入点信号强度矩阵和接入点信号耦合矩阵;In a possible implementation, the distance calculation unit is configured to determine, according to the signal strength, the degree of association between the signals corresponding to the access points, including: establishing an access point signal strength matrix and an access point signal coupling matrix;
其中,所述接入点信号强度矩阵,用于记录测量报告中同时出现第一接入点和第二接入点时,第一接入点或第二接入点的平均信号强度;所述第一接入点和第二接入点为待定位的接入点集合中的接入点;The access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report; The first access point and the second access point are access points in the set of access points to be located;
所述接入点信号耦合矩阵,用于记录测量报告中同时出现第一接入点和第二接入点的次数占第一接入点出现总次数的比例或者占第二接入点出现总次数的比例;The access point signal coupling matrix is configured to record a ratio of the number of times the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point The proportion of times;
依据所述接入点信号强度矩阵计算得到接入点信号相关矩阵,用于记录接入点两两之间的信号强度变化趋势相关程度; Calculating an access point signal correlation matrix according to the access point signal strength matrix, and recording the correlation degree of the signal strength change trend between the access points;
依据所述接入点信号强度矩阵、所述接入点信号耦合矩阵以及所述接入点信号相关矩阵计算得到接入点信号关联矩阵,用于记录接入点信号之间的关联度。And calculating an access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, for recording the degree of association between the access point signals.
在一个可能的实现方式中,所述距离计算单元,用于依据所述接入点信号强度矩阵、所述接入点信号耦合矩阵以及所述接入点信号相关矩阵计算得到接入点信号关联矩阵包括:In a possible implementation, the distance calculation unit is configured to calculate an access point signal association according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix. The matrix includes:
计算接入点信号关联矩阵的每一项:
Figure PCTCN2015093504-appb-000002
其中,R(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现的次数占编号为i的接入点出现总次数的比例;C(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现时编号为i的接入点的平均信号强度,G(i,j)为信号强度矩阵中编号为i的一列与编号为j的一列的相关系数。
Calculate each item of the access point signal correlation matrix:
Figure PCTCN2015093504-appb-000002
Where R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i; C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and G(i,j) is the number in the signal strength matrix. The correlation coefficient between a column of i and a column numbered j.
在一个可能的实现方式中,所述网络设备还包括:In a possible implementation manner, the network device further includes:
信息接收单元,用于在依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层之前,接收作为锚接入点的预置信息,所述预置信息中包含锚接入点的楼层信息;或者,接收移动终端发送的所述移动终端当前临近或接入的接入点所在的楼层信息,并将所述移动终端上报的接入点作为锚接入点;或者,所述网络设备还包括:An information receiving unit, configured to receive preset information, which is an anchor access point, before determining a floor where each access point is located according to a relative distance between the anchor access point and the access point, where the preset information is Include the floor information of the anchor access point; or, receive the floor information of the access point that the mobile terminal is currently approaching or accessing, and use the access point reported by the mobile terminal as the anchor access point. Or the network device further includes:
锚计算单元,用于在所述站点测量报告中还包含有全球定位系统GPS信息,将所述GPS信息从有切换为无时,站点测量报告中信号强度大于预定阈值的接入点或信号强度排序在前设定个数的接入点确定为位于地表层,并作为锚接入点;或者,And an anchor calculation unit, configured to include global positioning system GPS information in the station measurement report, where the GPS information is switched from being to no, and the signal strength in the station measurement report is greater than a predetermined threshold or an input signal strength The access point that is sorted in the previous setting is determined to be located at the surface layer and serves as an anchor access point; or
在所述站点测量报告中还包含有全球定位系统GPS信息,依据所述GPS信息确定测量报告来自于室外或室内,将来自室外的站点测量报告中平均信号强度最强的设定个数的接入点确定为位于地表层,并作为锚接入点。The GPS measurement information is also included in the site measurement report, and the measurement report is determined to be from the outdoor or indoor according to the GPS information, and the set number of the average signal strength in the station measurement report from the outdoor is the strongest. The in point is determined to be at the surface layer and serves as an anchor access point.
在一个可能的实现方式中,所述距离计算单元,还用于在所述站点测量报告还包含测量时间,依据测量时间确定在时间维度接入点之间的临近关系;In a possible implementation, the distance calculation unit is further configured to: at the station, the measurement report further includes a measurement time, and determine a proximity relationship between the time dimension access points according to the measurement time;
所述距离计算单元,用于依据测量时间确定在时间维度接入点之间的临近关系包括:计算测量终端从第一接入点移动到第二接入点的最短时间,所述第一接入点和第二接入点为待定位的接入点集合中的接入点;若测量终端从第一 接入点移动到第二接入点的最短时间小于第三阈值,则确定为同层;和/或,若测量终端从第一接入点移动到第二接入点的最短时间大于第四阈值并且小于所述第三阈值,则确定为相邻层。The distance calculating unit, configured to determine, according to the measurement time, the proximity relationship between the access points in the time dimension comprises: calculating a minimum time for the measurement terminal to move from the first access point to the second access point, where the first connection The ingress point and the second access point are access points in the set of access points to be located; if the measurement terminal is from the first The minimum time that the access point moves to the second access point is less than the third threshold, and is determined to be the same layer; and/or, if the measurement terminal moves from the first access point to the second access point, the minimum time is greater than the fourth time. The threshold is less than the third threshold and is determined to be an adjacent layer.
在一个可能的实现方式中,所述距离计算单元,还用于依据所述接入点之间的相对距离,以及依据测量时间确定在时间维度接入点之间的临近关系,生成控件拓扑矩阵,用于记录各接入点之间的空间位置关系;In a possible implementation, the distance calculation unit is further configured to generate a control topology matrix according to a relative distance between the access points and a proximity relationship between time dimension access points according to the measurement time. For recording the spatial positional relationship between access points;
所述楼层确定单元,用于依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层包括:依据锚接入点以及所述接入点之间的空间位置关系确定各接入点所在的楼层。The floor determining unit, configured to determine, according to the anchor access point and the relative distance between the access points, the floor where each access point is located, including: according to the anchor access point and a spatial location between the access points The relationship determines the floor on which each access point is located.
在一个可能的实现方式中,所述距离计算单元,还用于若站点测量报告中信号强度最大值大于第五阈值,则确定测量终端在所述测量报告对应时刻靠近最大信号强度对应的接入点。In a possible implementation, the distance calculation unit is further configured to: if the maximum value of the signal strength in the station measurement report is greater than the fifth threshold, determine that the measurement terminal is close to the maximum signal strength corresponding to the time corresponding to the measurement report. point.
六方面,本发明实施例还提供了一种网络设备,包括:In an aspect, the embodiment of the present invention further provides a network device, including:
信息获取单元,用于采用一方面的方法流程确定各接入点所在的楼层;或者,接收依据一方面的方法确定各接入点所在的楼层的信息;An information obtaining unit, configured to determine a floor where each access point is located by using a method flow on one side; or, receiving information according to an aspect of the method, determining a floor where each access point is located;
请求接收单元,用于接收来自移动终端的定位请求,在所述定位请求中携带有接入点标识;a request receiving unit, configured to receive a positioning request from the mobile terminal, where the positioning request carries an access point identifier;
查询单元,用于查询接入点所在的楼层的信息,确定所述接入点标识对应的接入点所在楼层,得到结果数据;The query unit is configured to query information about a floor where the access point is located, determine a floor where the access point corresponding to the access point identifier is located, and obtain result data;
结果发送单元,用于向所述移动终端发送所述结果数据。a result sending unit, configured to send the result data to the mobile terminal.
七方面,本发明实施例还提供了一种网络设备,包括:In a seventh aspect, the embodiment of the present invention further provides a network device, including:
信息获取单元,用于采用一方面的方法流程确定各接入点所在的楼层;或者,接收依据一方面的方法确定各接入点所在的楼层的信息;An information obtaining unit, configured to determine a floor where each access point is located by using a method flow on one side; or, receiving information according to an aspect of the method, determining a floor where each access point is located;
请求接收单元,用于接收来自移动终端的定位请求;a request receiving unit, configured to receive a positioning request from the mobile terminal;
建筑确定单元,用于确定所述移动终端所在的建筑;a building determining unit, configured to determine a building where the mobile terminal is located;
结果发送单元,用于向所述移动终端发送所述建筑对应的各接入点所在的楼层的信息,用于所述移动终端确定所述移动终端所在楼层。And a result sending unit, configured to send, to the mobile terminal, information about a floor where each access point corresponding to the building is located, where the mobile terminal determines a floor where the mobile terminal is located.
八方面,本发明实施例还提供了一种移动终端,包括:In an aspect, the embodiment of the present invention further provides a mobile terminal, including:
下载单元,用于从服务器下载依据一方面的方法确定各接入点所在的楼层 的信息;a download unit for downloading from the server according to an aspect of the method to determine the floor where each access point is located Information;
接入点获取单元,用于在确定有楼层定位需求时,获取所述移动终端当前接近的接入点;An access point acquiring unit, configured to acquire an access point that the mobile terminal is currently approaching when determining a floor positioning requirement;
楼层确定单元,用于在所述各接入点所在的楼层的信息中查询所述移动终端当前接近的接入点所在的楼层,作为所述移动终端当前所在的楼层。The floor determining unit is configured to query, in the information of the floor where the access points are located, the floor where the access point currently in the mobile terminal is located, as the floor where the mobile terminal is currently located.
九方面,本申请实施例还提供了一种网络设备,包括:接收设备、发送设备、处理器以及存储设备;处理器可以用于相关数据的存储,也可以用于处理器执行运算时的数据缓存;发送设备在数据有需要发送出去时可以包含,若无此需求可以不必包含;In the nine aspects, the embodiment of the present application further provides a network device, including: a receiving device, a sending device, a processor, and a storage device; the processor may be used for storing related data, and may also be used for data when the processor performs operations. Cache; the sending device can be included when the data needs to be sent out, and it is not necessary to include it if there is no such requirement;
其中接收设备用于执行上述方法步骤中需要网络设备接收的数据,处理器则用于执行与方法部分步骤中对应的计算等操作。The receiving device is configured to perform data required to be received by the network device in the foregoing method step, and the processor is configured to perform operations corresponding to calculations in the method step.
十方面,本申请实施例还提供了一种移动终端,包括:接收设备、发送设备、处理器以及存储设备;处理器可以用于相关数据的存储,也可以用于处理器执行运算时的数据缓存;发送设备在数据有需要发送出去时可以包含,若无此需求可以不必包含;In ten aspects, the embodiment of the present application further provides a mobile terminal, including: a receiving device, a sending device, a processor, and a storage device; the processor may be used for storing related data, and may also be used for data when the processor performs operations. Cache; the sending device can be included when the data needs to be sent out, and it is not necessary to include it if there is no such requirement;
其中接收设备用于执行上述方法步骤中需要移动终端接收的数据,处理器则用于执行与方法部分步骤中对应的计算等操作。The receiving device is configured to perform data required to be received by the mobile terminal in the foregoing method steps, and the processor is configured to perform operations corresponding to calculations in the method step.
从以上技术方案可以看出,本发明实施例具有以下优点:依靠对测量终端上报的站点测量报告进行隐层信息的挖掘,确定了站点之间的空间距离关系,然后依据空间距离关系通过已知楼层的锚接入点则可以确定那些之前未知楼层的接入点的具体楼层,从而完成接入点楼层信息的采集,该过程采用众包挖掘,不需要工程人员现场采集相应数据,符合成本低廉并且方便实施的技术要求。It can be seen from the above technical solutions that the embodiments of the present invention have the following advantages: relying on the site measurement report reported by the measurement terminal to perform hidden layer information mining, determining the spatial distance relationship between the sites, and then passing the known relationship according to the spatial distance relationship. The anchor access point of the floor can determine the specific floor of the access point of the previously unknown floor, thereby completing the collection of the access point floor information. The process uses crowdsourcing to excavate, and does not require the engineering personnel to collect corresponding data on site, which is low in cost. And technical requirements that are convenient to implement.
附图说明DRAWINGS
为了更清楚地说明本发明实施例中的技术方案,下面将对实施例描述中所需要使用的附图作简要介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域的普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其他的附图。 In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the drawings used in the description of the embodiments will be briefly described below. It is obvious that the drawings in the following description are only some embodiments of the present invention, Those skilled in the art can also obtain other drawings based on these drawings without paying for inventive labor.
图1为本发明实施例系统结构示意图;1 is a schematic structural diagram of a system according to an embodiment of the present invention;
图2为本发明实施例方法流程示意图;2 is a schematic flowchart of a method according to an embodiment of the present invention;
图3为本发明实施例方法流程示意图;3 is a schematic flowchart of a method according to an embodiment of the present invention;
图4为本发明实施例方法流程示意图;4 is a schematic flowchart of a method according to an embodiment of the present invention;
图5为本发明实施例方法流程示意图;FIG. 5 is a schematic flowchart of a method according to an embodiment of the present invention;
图6为本发明实施例AP分布示意图;6 is a schematic diagram of an AP distribution according to an embodiment of the present invention;
图7为本发明实施例AP分布示意图;7 is a schematic diagram of an AP distribution according to an embodiment of the present invention;
图8为本发明实施例方法流程示意图;8 is a schematic flowchart of a method according to an embodiment of the present invention;
图9为本发明实施例AP分布示意图;9 is a schematic diagram of an AP distribution according to an embodiment of the present invention;
图10为本发明实施例AP楼层库构建方法流程示意图;10 is a schematic flowchart of a method for constructing an AP floor library according to an embodiment of the present invention;
图11为本发明实施例方法流程示意图;11 is a schematic flowchart of a method according to an embodiment of the present invention;
图12为本发明实施例网络设备结构示意图;12 is a schematic structural diagram of a network device according to an embodiment of the present invention;
图13为本发明实施例网络设备结构示意图;FIG. 13 is a schematic structural diagram of a network device according to an embodiment of the present invention;
图14为本发明实施例网络设备结构示意图;FIG. 14 is a schematic structural diagram of a network device according to an embodiment of the present invention;
图15为本发明实施例网络设备结构示意图;FIG. 15 is a schematic structural diagram of a network device according to an embodiment of the present invention;
图16为本发明实施例网络设备结构示意图;FIG. 16 is a schematic structural diagram of a network device according to an embodiment of the present invention;
图17为本发明实施例移动终端结构示意图;FIG. 17 is a schematic structural diagram of a mobile terminal according to an embodiment of the present invention;
图18为本发明实施例网络设备结构示意图;FIG. 18 is a schematic structural diagram of a network device according to an embodiment of the present invention;
图19为本发明实施例移动终端结构示意图;FIG. 19 is a schematic structural diagram of a mobile terminal according to an embodiment of the present invention;
图20为本发明实施例移动终端结构示意图;20 is a schematic structural diagram of a mobile terminal according to an embodiment of the present invention;
图21为本发明实施例网络设备结构示意图。FIG. 21 is a schematic structural diagram of a network device according to an embodiment of the present invention.
具体实施方式detailed description
为了使本发明的目的、技术方案和优点更加清楚,下面将结合附图对本发明作进一步地详细描述,显然,所描述的实施例仅仅是本发明一部份实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其它实施例,都属于本发明保护的范围。The present invention will be further described in detail with reference to the accompanying drawings, in which . All other embodiments obtained by a person of ordinary skill in the art based on the embodiments of the present invention without creative efforts are within the scope of the present invention.
本发明实施例探索了利用大众网络收集移动终端室内外接入点的站点测量报告,通过挖掘室内接入点间的隐层信息,从而低成本地获取室内接入点所 在的楼层。然后还可以利用接入点楼层信息进一步确定用户所在楼层的技术方案。本发明实施例中的室内发射站点及UE的楼层定位功能,主要包括室内接入点的楼层库构建和UE楼层定位两部分。The embodiment of the invention explores a site measurement report for collecting indoor and outdoor access points of a mobile terminal by using a mass network, and discovers hidden layer information between indoor access points, thereby obtaining an indoor access point at low cost. On the floor. The access point floor information can then be used to further determine the technical solution of the floor on which the user is located. The indoor transmitting station and the floor positioning function of the UE in the embodiment of the present invention mainly include two parts: the floor library construction of the indoor access point and the UE floor positioning.
如图1所示,为本发明实施例应用场景举例示意图,在n+1层的建筑中,n层有移动终端,可以作为测量终端使用,也可以是有定位需求的终端;在n-1、n、以及n+1层一共示意了4个接入点,实际应用中接入点的数量并不确定,图1仅作为一个示意使用;移动终端通过接入点接入到无线网络。As shown in FIG. 1 , it is a schematic diagram of an application scenario according to an embodiment of the present invention. In an n+1 layer building, a mobile terminal on the n layer can be used as a measurement terminal or a terminal having a positioning requirement; The n, n, and n+1 layers indicate a total of four access points. The number of access points in the actual application is not determined. FIG. 1 is only used as an illustration; the mobile terminal accesses the wireless network through the access point.
本发明实施例提供了一种楼层定位方法,如图2所示,包括:An embodiment of the present invention provides a floor positioning method, as shown in FIG. 2, including:
201:接收来自测量终端的站点测量报告,在上述站点测量报告中包含上述测量终端在测量点测量至少两个接入点的信号强度以及与信号强度对应的接入点标识;201: Receive a station measurement report from the measurement terminal, where the measurement measurement report includes the measurement terminal measuring the signal strength of the at least two access points and the access point identifier corresponding to the signal strength at the measurement point;
测量终端是以其功能命名的终端设备,通常来说可以是任意具有无线通信功能的移动终端。需要说明的是,该测量终端如果是固定(非移动)终端,从后续测量报告的使用来看,并不会决定本发明实施例的无法实现,因为仅会损失关于终端移动结合时间这一维度的信息,因此不应将测量终端唯一理解为移动终端。该测量报告还可以进一步包含测量终端的标识、站点测量报告对应的时刻、全球定位系统(Global Position System,GPS)信息等。站点测量报告可以包含测量终端能够测量到的所有接入点的信号强度,也可以仅包含设定个数的接入点的信号强度,对于那些极弱信号强度的接入点不上报,具体可因不同场景进行设定,本实施例不作唯一性限定。在本实施例中,接入点可以是任意接入点,例如:室内蜂窝站、无线保真接入点(WiFi-AP)等,接入点的具体形式并不会影响到本实施例的实现,因此本发明实施例对此不予限定。在本实施例中,测量终端不应理解为只有一个测量终端,其数量可以是很多个,当然只有一个也是可以的。站点测量报告数量越多则越能提高本发明实施例最终定位精度。The measurement terminal is a terminal device named after its function, and generally can be any mobile terminal having a wireless communication function. It should be noted that if the measurement terminal is a fixed (non-mobile) terminal, from the use of the subsequent measurement report, it does not determine that the embodiment of the present invention cannot be implemented, because only the dimension of the terminal mobile binding time is lost. Information, so the measurement terminal should not be understood as a mobile terminal. The measurement report may further include an identifier of the measurement terminal, a time corresponding to the site measurement report, Global Position System (GPS) information, and the like. The site measurement report may include the signal strength of all the access points that the measurement terminal can measure, or may only include the signal strength of the set number of access points, and the access points that are extremely weak signal strength are not reported, specifically The setting is different for different scenarios, and the embodiment is not limited. In this embodiment, the access point may be any access point, such as an indoor cell station, a wireless fidelity access point (WiFi-AP), etc., and the specific form of the access point does not affect the embodiment. The implementation of the present invention is not limited thereto. In this embodiment, the measurement terminal should not be understood as having only one measurement terminal, and the number thereof may be many, and of course only one is also possible. The greater the number of station measurement reports, the more the final positioning accuracy of the embodiment of the present invention can be improved.
202:依据信号强度计算接入点之间的相对距离;202: Calculate a relative distance between the access points according to the signal strength;
由于在测量报告中包含了不止一个接入点的信号强度,由于距离越远信号强度会越低,虽然不能准确确定接入点之间的距离,但是据此已经可以构建出接入点之间的相对距离的模型,具体构建方式后续实施例将会有详细的说明。 Since the signal strength of more than one access point is included in the measurement report, the signal strength will be lower due to the distance, and although the distance between the access points cannot be accurately determined, it is possible to construct an access point accordingly. The model of the relative distance, the specific construction method will be described in detail in the subsequent embodiments.
203:依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层;上述锚接入点为已知楼层且在测量报告中包含的接入点。203: Determine, according to an anchor access point and a relative distance between the access points, a floor where each access point is located; the anchor access point is a known floor and an access point included in the measurement report.
锚接入点可以是预先就知道的,预先知道的原因可以是工程人员配置的,也可以是依据测量报告中一些其他信息自动确定的,本实施例不予唯一性限定,后续将会对其获得方式进行举例说明。另需要说明的是,以上确定楼层的接入点是可以不包括锚接入点的。The anchor access point may be known in advance, and the reason for knowing in advance may be configured by the engineering personnel, or may be automatically determined according to some other information in the measurement report, and the embodiment does not limit the uniqueness, and the subsequent The way of obtaining is illustrated. It should also be noted that the access point of the above determined floor may not include the anchor access point.
本实施例依靠对测量终端上报的站点测量报告进行隐层信息的挖掘,确定了站点之间的空间距离关系,然后依据空间距离关系通过已知楼层的锚接入点则可以确定那些之前未知楼层的接入点的具体楼层,从而完成接入点楼层信息的采集,该过程采用众包挖掘,不需要工程人员现场采集相应数据,符合成本低廉并且方便实施的技术要求。In this embodiment, the hidden layer information is mined by measuring the site measurement report reported by the measurement terminal, and the spatial distance relationship between the stations is determined, and then the previously unknown floor can be determined by the anchor access point of the known floor according to the spatial distance relationship. The specific floor of the access point completes the collection of the access point floor information. The process uses crowdsourcing to excavate, and does not require the engineering personnel to collect corresponding data on site, which meets the technical requirements of low cost and convenient implementation.
在以上实施例中,接入点之间的相对距离,可以是参数类的距离,也可以是分类的距离,具体如下:上述依据信号强度计算接入点之间的相对距离包括:In the above embodiment, the relative distance between the access points may be the distance of the parameter class or the distance of the classification, as follows: The foregoing calculating the relative distance between the access points according to the signal strength includes:
依据信号强度确定对应各接入点的信号之间的关联度,关联度越大确定接入点之间的相对距离越小,关联度越小确定接入点之间的相对距离越大;或者,Determining the degree of association between signals corresponding to each access point according to the signal strength, the greater the degree of association is, the smaller the relative distance between the access points is, and the smaller the degree of association is, the larger the relative distance between the access points is determined; or ,
若第一接入点与第二接入点的信号之间的关联度小于第一阈值,则确定第一接入点与第二接入点位于同房间;若第一接入点与第二接入点的信号之间的关联度小于第二阈值大于上述第一阈值,则确定第一接入点与第二接入点位于同一层临近房间或者相邻层的相邻房间。If the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
以上,前一种距离属于参数类的距离,后一种则数据分类的距离,均体现了实际距离的相对概念。接入点的信号之间的关联度,是信号强度的变化,或者信号强度静态表现出的两个接入点之间信号强度是否存在关联以及关联程度的数据。接入点的信号之间的关联,因其距离必然存在,例如:两个距离较近的接入点,将会大量同时出现在站点测量报告,而且信号强度值极可能会较为接近。Above, the former distance belongs to the distance of the parameter class, and the latter distance of the data classification reflects the relative concept of the actual distance. The degree of association between the signals of the access points is the change of the signal strength, or whether the signal strength statically shows whether the signal strength between the two access points is related and the degree of association. The relationship between the signals of the access points must exist because of the distance. For example, two access points with close distances will appear in the site measurement report at the same time, and the signal strength values are likely to be close.
本发明实施例还提供了以矩阵记录信号强度等信息方便计算,以及具体的计算方式的优选实现方案,具体如下:上述依据信号强度确定对应各接入点的信号之间的关联度包括:The embodiment of the present invention further provides a preferred implementation scheme for recording signal strength and other information in a matrix, and a specific implementation manner of the specific calculation manner, as follows: determining the degree of association between signals corresponding to each access point according to the signal strength includes:
建立接入点信号强度矩阵和接入点信号耦合矩阵; Establishing an access point signal strength matrix and an access point signal coupling matrix;
其中,上述接入点信号强度矩阵,用于记录测量报告中同时出现第一接入点和第二接入点时,第一接入点或第二接入点的平均信号强度;上述第一接入点和第二接入点为待定位的接入点集合中的接入点;The access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report; The access point and the second access point are access points in the set of access points to be located;
上述接入点信号耦合矩阵,用于记录测量报告中同时出现第一接入点和第二接入点的次数占第一接入点出现总次数的比例或者占第二接入点出现总次数的比例;The access point signal coupling matrix is configured to record a ratio of the number of times that the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point proportion;
依据上述接入点信号强度矩阵计算得到接入点信号相关矩阵,用于记录接入点两两之间的信号强度变化趋势相关程度;Calculating an access point signal correlation matrix according to the signal strength matrix of the access point, and recording the correlation degree of the signal strength change trend between the access points;
依据上述接入点信号强度矩阵、上述接入点信号耦合矩阵以及上述接入点信号相关矩阵计算得到接入点信号关联矩阵,用于记录接入点信号之间的关联度。And calculating an access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, for recording the degree of association between the access point signals.
更进一步地,本实施例还提供了接入点信号相关矩阵的每一项的具体获得方式,如下:上述依据上述接入点信号强度矩阵、上述接入点信号耦合矩阵以及上述接入点信号相关矩阵计算得到接入点信号关联矩阵包括:Further, the embodiment further provides a specific obtaining manner of each item of the access point signal correlation matrix, as follows: according to the foregoing access point signal strength matrix, the access point signal coupling matrix, and the access point signal The correlation matrix calculates the access point signal correlation matrix including:
计算接入点信号关联矩阵的每一项:
Figure PCTCN2015093504-appb-000003
其中,R(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现的次数占编号为i的接入点出现总次数的比例;C(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现时编号为i的接入点的平均信号强度,G(i,j)为信号强度矩阵中编号为i的一列与编号为j的一列的相关系数。
Calculate each item of the access point signal correlation matrix:
Figure PCTCN2015093504-appb-000003
Where R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i; C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and G(i,j) is the number in the signal strength matrix. The correlation coefficient between a column of i and a column numbered j.
本发明实施例还提供了锚接入点的楼层信息是如何获得的具体举例说明:在依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层之前,上述方法还包括:The embodiment of the present invention further provides a specific example of how the floor information of the anchor access point is obtained: before determining the floor where each access point is located according to the relative distance between the anchor access point and the access point, the foregoing method Also includes:
接收作为锚接入点的预置信息,上述预置信息中包含锚接入点的楼层信息;或者,Receiving preset information as an anchor access point, where the preset information includes floor information of an anchor access point; or
接收移动终端发送的上述移动终端当前临近或接入的接入点所在的楼层信息,并将上述移动终端上报的接入点作为锚接入点;或者,Receiving, by the mobile terminal, floor information of an access point currently adjacent to or accessed by the mobile terminal, and using the access point reported by the mobile terminal as an anchor access point; or
在上述站点测量报告中还包含有全球定位系统GPS信息,将上述GPS信息从有切换为无时,站点测量报告中信号强度大于预定阈值的接入点或信号强度排序在前设定个数的接入点确定为位于地表层,并作为锚接入点;或者, The GPS measurement information is also included in the above-mentioned site measurement report, and the access point or signal strength of the station measurement report whose signal strength is greater than a predetermined threshold is sorted by the previous set number when the GPS information is switched from there to when there is no time. The access point is determined to be located at the surface layer and serves as an anchor access point; or,
在上述站点测量报告中还包含有全球定位系统GPS信息,依据上述GPS信息确定测量报告来自于室外或室内,将来自室外的站点测量报告中平均信号强度最强的设定个数的接入点确定为位于地表层,并作为锚接入点。The above-mentioned site measurement report further includes GPS information of the global positioning system, and the measurement report is determined according to the GPS information from the outdoor or indoor, and the set number of access points with the strongest average signal strength in the station measurement report from the outdoor site is set. Determined to be at the surface layer and act as an anchor access point.
以上提供了四种锚接入点的楼层信息的来源,其中前两种是由外部输入的,后两种是对站点测量报告的隐层信息挖掘;其中,第一种方式中,预置信息可以是新部署的接入点,在部署时确定然后提供给网络侧;或者,由人工先挑选一部分接入点确定楼层后提供给网络侧;第二种方式中,移动终端临近某一接入点或接入的接入点,具体实现方式本实施例不作赘述,此种方式可以用于在本实施例初始确定接入点楼层后的纠错流程,也可以是在初始确定接入点楼层之前搜集用户的反馈信息;在该方式中,可以进一步对反馈的信息进行筛选,例如:去掉那些不被信任的移动终端反馈的信息,去掉那些明显错误标记的信息,或者,需要超过设定个数的移动终端反馈某接入点属于的某一楼层实现相互印证才采信等;第三种方式利用了移动终端的GPS信息从室外移动到室内时,会发生丢失的特性,从而确定室内位于地表层的接入点;第四种方式则利用了同层接入点之间信号强度具有较强关联性的特性。如何区分室内和室外的接入点,后续实施例会进行举例说明在此不再赘述。The above provides the source of the floor information of the four anchor access points, wherein the first two are externally input, and the latter two are hidden layer information mining for the site measurement report; wherein, in the first mode, the preset information It may be a newly deployed access point, which is determined and then provided to the network side during deployment; or, by manually selecting a part of the access point to determine the floor and then providing it to the network side; in the second mode, the mobile terminal is adjacent to a certain access Point or access point, the specific implementation manner is not described in this embodiment. This mode can be used to determine the error correction process after the initial determination of the access point floor in this embodiment, or in the initial determination of the access point floor. The feedback information of the user is collected before; in this manner, the feedback information can be further filtered, for example, the information fed back by the untrusted mobile terminal is removed, the information that is obviously wrongly marked is removed, or the setting is exceeded. The number of mobile terminals feedbacks a certain floor to which an access point belongs to achieve mutual authentication, etc.; the third method utilizes the GPS information of the mobile terminal to move from the outdoor When the chamber, a characteristic loss occurs, thereby determining the interior surface of the access point is located; a fourth embodiment takes advantage of the characteristics of the signal strength between access points in the same layer of a strong association. How to distinguish between indoor and outdoor access points, and the following examples will be omitted for further description.
为了更准确的确定接入点是同层还是非同层,本发明实施例还提供了如下解决方案:上述方法还包括:In order to more accurately determine whether the access point is the same layer or the non-same layer, the embodiment of the present invention further provides the following solution: the foregoing method further includes:
在上述站点测量报告还包含测量时间,依据测量时间确定在时间维度接入点之间的临近关系;上述依据测量时间确定在时间维度接入点之间的临近关系包括:计算测量终端从第一接入点移动到第二接入点的最短时间,上述第一接入点和第二接入点为待定位的接入点集合中的接入点;若测量终端从第一接入点移动到第二接入点的最短时间小于第三阈值,则确定为同层;和/或,若测量终端从第一接入点移动到第二接入点的最短时间大于第四阈值并且小于上述第三阈值,则确定为相邻层。The measurement report at the site further includes a measurement time, and determining a proximity relationship between the time dimension access points according to the measurement time; determining, according to the measurement time, the proximity relationship between the time dimension access points comprises: calculating the measurement terminal from the first The minimum time that the access point moves to the second access point, where the first access point and the second access point are access points in the set of access points to be located; if the measurement terminal moves from the first access point If the shortest time to the second access point is less than the third threshold, determining to be the same layer; and/or, if the measurement terminal moves from the first access point to the second access point, the shortest time is greater than the fourth threshold and less than the foregoing The third threshold is determined to be an adjacent layer.
本实施例确定接入点属于同层还是非同层的方式,可以与采用接入点信号相关性确定的结果综合考虑相互印证,从而更进一步地提高隐层信息挖掘的准确性。In this embodiment, the manner in which the access point belongs to the same layer or the non-same layer is determined, and the result determined by the correlation of the access point signal can be comprehensively considered for mutual verification, thereby further improving the accuracy of the hidden layer information mining.
结合接入点之间的相对距离和在时间维度接入点之间的临近关系,本实施 例还提供了如下提高隐层信息挖掘的准确性的方案,具体如下:上述方法还包括:Combining the relative distance between the access points and the proximity relationship between the access points in the time dimension, the implementation The example also provides the following scheme for improving the accuracy of hidden layer information mining, as follows: The above method further includes:
依据上述接入点之间的相对距离,以及依据测量时间确定在时间维度接入点之间的临近关系,生成控件拓扑矩阵,用于记录各接入点之间的空间位置关系;And generating a control topology matrix for recording a spatial position relationship between the access points according to the relative distance between the access points and determining the proximity relationship between the time dimension access points according to the measurement time;
上述依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层包括:The above determining the floor where each access point is located according to the relative distance between the anchor access point and the access point includes:
依据锚接入点以及上述接入点之间的空间位置关系确定各接入点所在的楼层。The floor where each access point is located is determined according to the anchor access point and the spatial positional relationship between the access points.
本实施例还提供了前述实施例中需要用到的测量终端靠近哪一个接入点的具体确定方式,如下:上述方法还包括:The embodiment further provides a specific determining manner of which access point the measuring terminal needs to be used in the foregoing embodiment, as follows: The foregoing method further includes:
若站点测量报告中信号强度最大值大于第五阈值,则确定测量终端在上述测量报告对应时刻靠近最大信号强度对应的接入点。If the maximum signal strength in the station measurement report is greater than the fifth threshold, it is determined that the measurement terminal is close to the access point corresponding to the maximum signal strength at the corresponding time of the measurement report.
在本实施例中,如果没有大于第五阈值的信号强度,可能存在判断失误的情况,因此可以不予理会该测量报告,或者说在隐层信息挖掘之前就筛除该测量报告。In this embodiment, if there is no signal strength greater than the fifth threshold, there may be a case of a judgment error, so the measurement report may be ignored, or the measurement report may be screened out before the hidden layer information mining.
另外,本发明实施例还可以基于室内的接入点的空间拓扑结构进一步结合室外移动终端测量信息,从而获取同一楼层相邻的室内接入点所在位置的相对方向。In addition, the embodiment of the present invention may further combine the measurement information of the outdoor mobile terminal based on the spatial topology of the indoor access point, thereby acquiring the relative direction of the location of the indoor access point adjacent to the same floor.
基于本发明实施例提供的确定接入点楼层的方式,本发明实施例可以相应提供后续可能的接入点的分布优化、为UE提供楼层定位服务等。其中本实施例提供了一种楼层定位方法,如图3所示,包括:Based on the manner of determining the access point floor provided by the embodiment of the present invention, the embodiment of the present invention may provide a subsequent optimization of distribution of possible access points, and provide a floor location service for the UE. The embodiment provides a floor positioning method, as shown in FIG. 3, including:
301:在依据前述实施例确定各接入点所在的楼层后,或者在接收到依据前述实施例确定各接入点所在的楼层的信息后,接收来自移动终端的定位请求,在上述定位请求中携带有接入点标识;301: After determining the floor where each access point is located according to the foregoing embodiment, or after receiving the information of determining the floor where each access point is located according to the foregoing embodiment, receiving a positioning request from the mobile terminal, in the foregoing positioning request. Carrying an access point identifier;
302:查询接入点所在的楼层的信息,确定上述接入点标识对应的接入点所在楼层,得到结果数据;302: Query information about a floor where the access point is located, determine a floor where the access point corresponding to the access point identifier is located, and obtain result data;
303:向上述移动终端发送上述结果数据。303: Send the foregoing result data to the mobile terminal.
可以理解的是,在本实施例中网络设备会建立保存各接入点所在楼层的信 息的数据库,数据库可以采用任意的数据存储形式,以方便查询为主要需求,兼顾楼层信息的更新/修改需求。It can be understood that, in this embodiment, the network device establishes a letter for saving the floor where each access point is located. The database of interest, the database can adopt any form of data storage, in order to facilitate the query as the main demand, taking into account the update/modification requirements of the floor information.
本实施例提供了另一种楼层定位方法,如图4所示,包括:This embodiment provides another floor positioning method, as shown in FIG. 4, including:
401:在依据前述实施例确定各接入点所在的楼层后,或者在接收到依据前述实施例确定各接入点所在的楼层的信息后,接收来自移动终端的定位请求,并确定上述移动终端所在的建筑;401: After determining the floor where each access point is located according to the foregoing embodiment, or after receiving the information of determining the floor where each access point is located according to the foregoing embodiment, receiving a positioning request from the mobile terminal, and determining the mobile terminal. The building where it is located;
402:向上述移动终端发送上述建筑对应的各接入点所在的楼层的信息,用于上述移动终端确定上述移动终端所在楼层。402: Send, to the mobile terminal, information about a floor where each access point corresponding to the building is located, where the mobile terminal determines the floor where the mobile terminal is located.
本实施例提供了另一种楼层定位方法,如图5所示,包括:This embodiment provides another floor positioning method, as shown in FIG. 5, including:
501:移动终端从服务器下载依据前述实施例确定的各接入点所在的楼层的信息;501: The mobile terminal downloads, from the server, information about a floor where each access point is determined according to the foregoing embodiment.
502:移动终端在确定有楼层定位需求时,获取上述移动终端当前接近的接入点,在上述各接入点所在的楼层的信息中查询上述移动终端当前接近的接入点所在的楼层,作为上述移动终端当前所在的楼层。502: The mobile terminal acquires an access point that is currently approached by the mobile terminal when determining the location location requirement, and queries, in the information of the floor where the access point is located, the floor where the access point currently adjacent to the mobile terminal is located, as The floor on which the mobile terminal is currently located.
以上三个楼层定位实施例均是网络侧为移动终端提供楼层定位服务,特点在于:The above three floor positioning embodiments are all that the network side provides a floor location service for the mobile terminal, and the features are:
第一个:由移动终端发起,接入点的楼层的信息在网络设备,由网络设备返回楼层的信息;The first one is initiated by the mobile terminal, and the information of the floor of the access point is on the network device, and the information of the floor is returned by the network device;
第二个:由移动终端发起,接入点的楼层的信息在网络设备,由网络侧返回建筑包含的接入点的楼层的信息,由移动终端自行确定其所在楼层;The second one is initiated by the mobile terminal, and the information of the floor of the access point is in the network device, and the information of the floor of the access point included in the building is returned by the network side, and the mobile terminal determines the floor where it is located;
第三个:由移动终端预先下载接入点的楼层信息,然后由移动终端自行确定其所在楼层。Third: the floor information of the access point is pre-downloaded by the mobile terminal, and then the mobile terminal determines its own floor.
以上三个方案各有优劣,其中,第一个方案信息传递最少;第二个方案信息传递较少,移动终端在同一建筑移动不需要多次请求位置服务;第三个方案则可以使用非收费流量预先下载需要的信息,而且不需要向网络设备发起位置服务请求,最大限度减少可能的收费。按照不同的应用需求,可以分别选用不同的实现方案。在以上实施例中,移动终端不管是发起位置服务的相关请求,还是下载楼层信息的相关数据,网络设备均可以实先进行鉴权,鉴权不通过则拒绝相应的操作,鉴权可以是权限的鉴定,也可以是身份的识别,还可以是是 否安全的识别等;另外,移动终端在使用楼层的信息确定自身所处楼层以后,还可以反馈一些信息给网络设备,例如:告知是否定位正确,告知当前实际所处的楼层等,利于网络设备对接入点的楼层的信息进行更新/修正。The above three schemes have their own advantages and disadvantages, among which, the first scheme has the least information transmission; the second scheme has less information transmission, and the mobile terminal does not need to request the location service multiple times in the same building; the third scheme can use the non-location The charging traffic pre-downloads the required information and does not require a location service request to be initiated to the network device, minimizing possible charges. According to different application requirements, different implementation schemes can be selected separately. In the above embodiment, whether the mobile terminal initiates a related request for the location service or downloads related data of the floor information, the network device may perform authentication first, and if the authentication fails, the corresponding operation is denied, and the authentication may be the permission. Identification, it can also be identification of identity, it can be In addition, the mobile terminal can also feed back some information to the network device after determining the floor where the floor is located, for example, to inform whether the positioning is correct, to inform the current actual floor, etc., which is beneficial to the network device. Update/correct the information of the floor of the access point.
在以下实施例中,接入点称为站点或者发射站,相应地接入点测量报告则称为站点测量报告,后续不再一一说明。在后续实施例中,计算以及数据的存储均使用到了矩阵,可以理解的是数据的组织以及存储并不局限与此,不应将该举例视为唯一实现方案。In the following embodiments, an access point is referred to as a station or a transmitting station, and correspondingly, an access point measurement report is referred to as a site measurement report, which will not be described one after another. In the subsequent embodiments, both the calculation and the storage of the data use a matrix. It can be understood that the organization and storage of the data are not limited thereto, and the example should not be regarded as the only implementation.
以下先介绍涉及到的相关概念说明如下:The following related concepts are described below:
1、站点测量报告:1. Site measurement report:
站点测量报告是指用于本发明实施例用于构建室内发射站点楼层库的输入原始数据,本发明实施例将利用这些数据最终实现室内发射站点楼层库的获取。站点测量报告可以包括以下几个部分:The site measurement report refers to the input raw data used to construct the indoor launch site floor library in the embodiment of the present invention, and the embodiment of the present invention will use the data to finally realize the acquisition of the indoor launch site floor library. The site measurement report can include the following sections:
<IMSI,TIME,GPS,ID1,RSS1...IDn,RSSn><IMSI, TIME, GPS, ID 1 , RSS 1 ... ID n , RSS n >
参数说明如下:The parameters are as follows:
(1)、国际移动用户识别码(International Mobile Subscriber Identification Number,IMSI),用于识别站点测量报告的来源并对站点测量报告进行分类。(1) International Mobile Subscriber Identification Number (IMSI), which is used to identify the source of the site measurement report and classify the site measurement report.
(2)、TIME,站点测量报告上传的时刻。(2), TIME, the time when the site measurement report is uploaded.
(3)、全球定位系统(Global Position System,GPS),测量点GPS经纬度、海拔坐标及接收卫星数、接收卫星信号强度。(3) Global Position System (GPS), measuring point GPS latitude and longitude, altitude coordinates and number of receiving satellites, receiving satellite signal strength.
(4)、标识(Identifier,ID),站点标识符,用于唯一识别接收到的站点,例如蜂窝站的CELL-ID,WiFi-AP的基本服务集标识符(Basic Service Set Identifier,BSSID)等。(4), Identifier (ID), site identifier, used to uniquely identify the received site, such as the CELL-ID of the cell site, the Basic Service Set Identifier (BSSID) of the WiFi-AP, etc. .
(5)、接收信号强度(Received Signal Strength,RSS),接收到的站点信号强度。(5) Received Signal Strength (RSS), the received station signal strength.
由于测量报告中通常不会只有一个站点的信号强度,因此也不会只涉及一个站点,在以上站点测量报告中对ID以及RSS进行了编号,见其下标举例涉及n个站点。Since the measurement report usually does not have the signal strength of only one site, it does not involve only one site. The ID and RSS are numbered in the above site measurement report. See the subscript for n sites.
2、测量终端:2. Measurement terminal:
测量终端通常是能向网络上传站点测量报告的移动终端,通常选取能接收 到待测室内发射站点的移动终端作为测量终端。The measurement terminal is usually a mobile terminal that can upload a site measurement report to the network, and is usually selected to receive The mobile terminal to the indoor transmitting station to be tested serves as a measuring terminal.
3、站点信号关联矩阵:3. Site signal correlation matrix:
(1)、站点信号强度矩阵,本发明实施例构建出来用于记录站点测量报告中站点A和站点B同时出现时站点A或站点B的平均信号强度的矩阵。(1) Site signal strength matrix, which is constructed to record a matrix of the average signal strength of the site A or the site B when the site A and the site B are simultaneously present in the site measurement report.
(2)、站点信号耦合矩阵,本发明实施例构建出来用于记录站点测量报告中站点A和站点B同时出现的次数占站点A或站点B出现总次数比例的矩阵。(2) The site signal coupling matrix is constructed to record a matrix in which the number of simultaneous occurrences of the site A and the site B in the site measurement report accounts for the total number of times the site A or the site B appears.
(3)、站点信号相关矩阵,本发明实施例构建出来用于表示任意两个站点的信号强度变化趋势相关程度的矩阵。(3) Site signal correlation matrix. The embodiment of the present invention constructs a matrix for indicating the degree of correlation of signal strength variation trends of any two stations.
(4)、站点信号关联矩阵,综合站点信号强度矩阵、信号耦合矩阵与信号相关矩阵计算出来的矩阵,矩阵中每一项表示的是两站点在信号维度中总的关联程度。(4), the site signal correlation matrix, the matrix calculated by the integrated station signal strength matrix, the signal coupling matrix and the signal correlation matrix. Each term in the matrix represents the total degree of association between the two stations in the signal dimension.
4、站点空间拓扑矩阵:4. Site space topology matrix:
(1)、站点转移时间,用户从接近A站点的位置移动到接近B站点的位置的最短时间。(1) Site transfer time, the shortest time for the user to move from a location close to the A site to a location close to the B site.
(2)、站点状态转移矩阵,对站点之间转移时间的长短进行分类得到的矩阵。(2) Site state transition matrix, a matrix obtained by classifying the length of transition time between stations.
(3)、站点空间拓扑矩阵,结合站点关联矩阵和站点状态转移矩阵生成站点空间拓扑矩阵,体现的是室内站点空间拓扑结构。(3) The site spatial topology matrix, combined with the site association matrix and the site state transition matrix to generate the site spatial topology matrix, which reflects the indoor site spatial topology.
5、室内发射站点楼层库:5. Indoor launch site floor library:
(1)、室外上传的站点测量报告,根据站点测量报告中GPS信息,筛选出的室外位置上传的站点测量报告。(1) The site measurement report uploaded by the outdoor, and the site measurement report uploaded by the outdoor location is filtered according to the GPS information in the site measurement report.
(2)、室内锚站点,拥有确定楼层信息的站点,用于迭代推算其他站点所在的楼层。(2) Indoor anchor station, which has a site for determining floor information, for iteratively estimating the floor where other stations are located.
(3)、室内发射站点楼层库,指室内发射站点及其所在楼层的映射表,而楼层映射表的生成过程便是室内发射站点楼层库的生成过程。(3) The indoor launch site floor library refers to the mapping table of the indoor launch site and its floor, and the floor map generation process is the process of generating the floor library of the indoor launch site.
在利用众包形式完成室内站点楼层库的构建后,其他UE便能通过与无线网络的交互获取当前相关站点的楼层信息,UE楼层定位的应用场景如图1所示。基于图1所示的应用场景,如果室内站点楼层库已经建立,如果UE要进行楼层定位,那么可以的实现方式如下: After the construction of the indoor site floor library is completed by using the crowdsourcing form, other UEs can obtain the floor information of the current relevant site through interaction with the wireless network, and the application scenario of the UE floor location is as shown in FIG. 1 . Based on the application scenario shown in Figure 1, if the indoor site floor library has been established, if the UE wants to perform floor location, then the implementation can be as follows:
1、UE所在建筑的站点楼层信息申请,UE对无线网络下发所在建筑的室内发射站点楼层信息的请求。1. The application for the site floor information of the building where the UE is located, and the request of the UE for the floor information of the indoor launch site of the building where the wireless network is delivered.
2、UE权限审核,网络端对UE权限及安全性的审核。2. UE authority audit, network side audit of UE permissions and security.
3、UE楼层匹配定位算法,根据室内发射站点楼层信息及站点测量报告确定UE所在楼层的算法。3. The UE floor matching positioning algorithm determines the algorithm of the floor where the UE is located according to the floor information of the indoor transmitting station and the site measurement report.
以下实施例将基于前述概念的介绍,进行更为详细的举例说明。假定本发明实施例中室内发射站点是WiFi-AP,站点测量报告即为AP测量报告,AP测量报告可以利用基本服务集标识符(BSSID)唯一确定WiFi-AP。本发明实施例将会涉及到两个方面,分别为:室内AP楼层库的构建和室内UE楼层定位。本实施例中的AP均位于室内,室内一、二楼AP分布图分别如图6、图7所示。The following embodiments will be described in more detail based on the introduction of the foregoing concepts. It is assumed that the indoor transmitting station is a WiFi-AP in the embodiment of the present invention, and the station measurement report is an AP measurement report, and the AP measurement report can uniquely determine the WiFi-AP by using a basic service set identifier (BSSID). The embodiments of the present invention will be related to two aspects, namely, the construction of an indoor AP floor library and the indoor UE floor positioning. The APs in this embodiment are all located indoors, and the AP distribution maps of the first and second floors in the room are shown in FIG. 6 and FIG. 7, respectively.
室内除了上述一二楼的AP外还包括三至八楼的AP,室内共有81个AP,各楼层AP分布情况如表1所示:In addition to the APs on the first and second floors, the AP also includes APs on the third to eighth floors. There are 81 APs in the room. The AP distribution on each floor is shown in Table 1:
表1、各层AP分布情况表Table 1. Distribution of APs at each layer
Figure PCTCN2015093504-appb-000004
Figure PCTCN2015093504-appb-000004
关于本发明实施例室内AP楼层库的构建,本发明实施例提供了利用收集到的AP测量报告,利用本发明提出的方法挖据AP间的信息,构建出室内AP楼层库。本发明实施例的实现功能和步骤如下,请参阅图8所示:With regard to the construction of the indoor AP floor library in the embodiment of the present invention, the embodiment of the present invention provides the use of the collected AP measurement report, and uses the method proposed by the present invention to mine the information between the APs to construct an indoor AP floor library. The implementation functions and steps of the embodiment of the present invention are as follows, as shown in FIG.
Step1、选取测量终端。派遣专业测量人员进行测量数据收集或根据上传的GPS位置信息随机选取位于待测建筑内及其周边的移动终端作为测量终端。Step1, select the measurement terminal. A professional surveyor is dispatched to collect measurement data or randomly select a mobile terminal located in and around the building to be tested as a measurement terminal according to the uploaded GPS location information.
Step 2、AP测量报告处理。Step 2. AP measurement report processing.
Step2.1、根据BSSID的大小顺序对所有室内AP进行编号,设N为室内AP个数(在本实例中N为81),则AP编号范围为1到N。Step 2.1: All indoor APs are numbered according to the size order of the BSSID, and N is the number of indoor APs (N is 81 in this example), and the AP number ranges from 1 to N.
Step2.2、对同一的AP测量报告根据时间进行排序,每条AP测量报告 内接收到的AP按接收信号强度(Received Signal Strength,RSS)由大到小排序,AP的基本服务集标识符(Basic Service Set Identifier,BSSID)用对应的AP编号代替。Step2.2, sorting the same AP measurement report according to time, each AP measurement report The received APs are sorted by Received Signal Strength (RSS) from large to small. The Basic Service Set Identifier (BSSID) of the AP is replaced by the corresponding AP number.
Step3、AP信号强度、信号耦合度及相关系数计算。Step3, AP signal strength, signal coupling degree and correlation coefficient calculation.
Step 3.1、AP信号耦合矩阵与信号强度矩阵的构建。AP信号耦合矩阵用N×N的矩阵C表示,信号强度矩阵用N×N的矩阵R表示,矩阵C和矩阵R中的每一项初始化为NULL。遍历每一条AP测量报告,对报告中存在的AP进行两两组合,记录两个AP同时出现的次数及各自的信号强度值,以两者同时出现次数占各个AP总出现次数的比例作为两者的耦合度并计算两者同时出现时各自的平均信号强度。若APi和APj分别为两个邻近AP的编号,则耦合度C(i,j)表示AP测量报告中APi和APj同时出现的次数占APi出现总次数的比例。信号强度R(i,j)表示当AP测量报告中APi和APj同时出现时APj的平均信号强度。Step 3.1, AP signal coupling matrix and signal strength matrix construction. The AP signal coupling matrix is represented by an N x N matrix C, the signal strength matrix is represented by an N x N matrix R, and each of the matrix C and the matrix R is initialized to NULL. Traversing each AP measurement report, combining the APs existing in the report, recording the number of simultaneous occurrences of the two APs and their respective signal strength values, and taking the ratio of the number of simultaneous occurrences of the two APs to the total number of occurrences of each AP as the two. The degree of coupling and the respective average signal strengths when both occur simultaneously. If APi and APj are the numbers of two neighboring APs respectively, the degree of coupling C(i,j) represents the ratio of the number of simultaneous occurrences of APi and APj in the AP measurement report to the total number of occurrences of APi. The signal strength R(i,j) represents the average signal strength of APj when APi and APj are simultaneously present in the AP measurement report.
Step 3.2、AP信号相关矩阵构建。AP信号相关矩阵用N×N的矩阵G表示,矩阵G中的每一项初始化为空(NULL)。矩阵中的每一项G(i,j)由信号强度矩阵R的第i列和第j列计算两列的相关系数得到,表示APi和APj的信号强度变化趋势的相关程度。Step 3.2, AP signal correlation matrix construction. The AP signal correlation matrix is represented by a matrix N of N x N, and each term in the matrix G is initialized to be null (NULL). Each term G(i,j) in the matrix is obtained by calculating the correlation coefficients of the two columns from the ith column and the jth column of the signal strength matrix R, indicating the degree of correlation of the signal intensity trends of APi and APj.
Step 4、AP信号关联矩阵构建。 Step 4. The AP signal correlation matrix is constructed.
Step 4.1、AP信号关联矩阵生成。结合AP信号耦合矩阵C、信号强度矩阵R和信号相关矩阵G可以获取AP在信号维度中总的关联程度,该关联程度用N×N的信号关联矩阵S表示,矩阵S中的每一项初始化为NULL。信号关联矩阵S中的每一项为两个AP的相异度,相异度数值越小表示两AP越邻近,0代表同一个AP,相异度数值越大表示两AP越远离,而NULL代表两个AP不相邻。AP间相异度的计算公式为:Step 4.1, AP signal correlation matrix generation. Combining the AP signal coupling matrix C, the signal strength matrix R and the signal correlation matrix G, the total degree of association of the AP in the signal dimension can be obtained, and the degree of association is represented by an N×N signal correlation matrix S, and each item in the matrix S is initialized. Is NULL. Each item in the signal correlation matrix S is the dissimilarity of the two APs. The smaller the disparity value is, the closer the two APs are, and the 0 is the same AP. The greater the dissimilarity value, the farther the two APs are, and the NULL is. Represents two APs not adjacent. The formula for calculating the dissimilarity between APs is:
Figure PCTCN2015093504-appb-000005
Figure PCTCN2015093504-appb-000005
Step 4.2、AP邻近关系划分。在获取AP关联矩阵之后便能通设定相异度门限S-thresh1来判断两个AP是否处于同一间房间,通过设定相异度门限S-thresh2来判断两个AP是否相邻近。在本发明实施例中的AP邻近关系划分、意义及示例如表2,邻近示意图如图9。 Step 4.2, AP proximity relationship division. After obtaining the AP association matrix, it is determined whether the two APs are in the same room by setting the dissimilarity threshold S-thresh1, and determining whether the two APs are adjacent by setting the dissimilarity threshold S-thresh2. The AP neighbor relationship division, meaning and examples in the embodiment of the present invention are shown in Table 2, and the neighboring schematic diagram is as shown in FIG. 9.
表2、AP邻近关系说明表Table 2, AP proximity relationship description table
Figure PCTCN2015093504-appb-000006
Figure PCTCN2015093504-appb-000006
具体邻近关系判断如下:The specific proximity relationship is judged as follows:
(1)、若S(i,j)=0,则推断APi和APj为同一AP。(1) If S(i,j)=0, it is inferred that APi and APj are the same AP.
(2)、若S(i,j)<S_thresh1,则推断APi和APj处于同一房间。(2) If S(i,j)<S_thresh1, it is inferred that APi and APj are in the same room.
(3)、若S_thresh1≤S(i,j)<S_thresh2,则推断APi和APj处于同楼层相邻房间或隔楼层相邻房间的邻近关系。(3) If S_thresh1 ≤ S(i, j) < S_thresh2, it is inferred that APi and APj are in the adjacent relationship of adjacent rooms on the same floor or adjacent rooms on the adjacent floor.
(4)、若S(i,j)≥S_thresh2,或者S(i,j)=NULL,则推断APi和APj相离较远,非邻近关系。(4) If S(i,j)≥S_thresh2, or S(i,j)=NULL, it is inferred that APi and APj are far apart, non-contiguous.
Step 5、AP测量报告强度筛选。遍历每个用户的AP测量报告,筛选出最强RSS大于信号强度门限R-thresh的AP测量报告。本发明实例中将R-thresh设为-40dBm,若AP测量报告中最强RSS对应的是APi,则表示此时用户位置靠近APi。Step 5, AP measurement report intensity screening. The AP measurement report of each user is traversed, and the AP measurement report with the strongest RSS being greater than the signal strength threshold R-thresh is selected. In the example of the present invention, R-thresh is set to -40 dBm. If the strongest RSS in the AP measurement report corresponds to APi, it means that the user position is close to APi at this time.
Step 6、计算AP之间的转移时间。遍历Step5筛选后的AP测量报告,根据每条报告中的时间戳,计算出每个用户从靠近APi的位置,移动到靠近APj的位置所需要的最短时间,记为每个用户从APi到APj的转移时间。然后计算出所有测量用户从APi到APj的转移时间,剔除其中的异常值后以最短的用户转移时间作为APi到APj的转移时间。Step 6. Calculate the transfer time between APs. Traversing the AP measurement report after the Step5 screening, according to the timestamp in each report, calculating the minimum time required for each user to move from the location close to the API to the location close to the APj, recorded as each user from APi to APj Transfer time. Then calculate the transfer time of all measurement users from APi to APj, and eliminate the outliers and use the shortest user transfer time as the transfer time of APi to APj.
Step 7、AP状态转移矩阵的生成。AP状态转移矩阵用N×N的矩阵T表示,每一项T(i,j)表示的是在时间维度对APi和APj是否隔楼层的推断。对AP是否隔楼层的推断是通过设定AP间的转移时间门限T_thresh来实现的,本实施 例中T_thresh取25s。AP状态转移矩阵每一项的取值准则为:Step 7. The generation of the AP state transition matrix. The AP state transition matrix is represented by a matrix N of N x N, and each term T(i, j) represents an inference of whether the APi and APj are separated by a floor in the time dimension. The inference of whether the AP is on the floor is achieved by setting the transition time threshold T_thresh between the APs. In the example, T_thresh takes 25s. The criteria for each item of the AP state transition matrix are:
(1)、APi和APj的转移时间小于T_thresh,则推断APi和APj处于同一楼层,令T(i,j)=0。(1) If the transfer time of APi and APj is less than T_thresh, it is inferred that APi and APj are on the same floor, so that T(i, j)=0.
(2)、APi和APj的转移时间大于或者等于T_thresh,则推断APi和APj跨楼层,令T(i,j)=1。(2) If the transfer time of APi and APj is greater than or equal to T_thresh, then it is inferred that APi and APj cross the floor, so that T(i, j)=1.
(3)、APi和APj的转移时间不存在,则推断APi和APj相距较远,无法判断它们所处楼层关系,令T(i,j)=NULL。(3) If the transfer time of APi and APj does not exist, it is inferred that APi and APj are far apart, and it is impossible to judge the relationship of the floor where they are located, so that T(i, j)=NULL.
本步骤中,确定的AP之间的楼层位置关系相比于Step4可信度较高,属于另一维度的信息,可以与Step 4相互印证使用。In this step, the determined floor position relationship between the APs is higher than that of Step 4, and the information belonging to another dimension can be mutually verified and used by Step 4.
Step8、生成AP空间拓扑矩阵K。AP信号关联矩阵表示的是信号维度AP间的邻近关系,AP状态转移矩阵表示的是时间维度AP间的邻近关系,综合信号维度与时间维度信息,最终获取空间维度的AP拓扑结构,用N×N的矩阵K表示其关系。AP空间拓扑矩阵K体现了室内AP间的较精确邻近关系,包括是否位于同一房间,或者位于同层隔间,或者位于隔层相邻的邻近关系。矩阵K中的每一项K(i,j)可能取值为0、1、2、3、4,每个值表示的邻近关系及判断条件如表3所示。Step 8. Generate an AP spatial topology matrix K. The AP signal correlation matrix represents the proximity relationship between the signal dimensions AP. The AP state transition matrix represents the proximity relationship between the time dimension APs, the integrated signal dimension and the time dimension information, and finally the AP topology structure of the spatial dimension, using N× The matrix K of N represents its relationship. The AP spatial topology matrix K embodies a more precise proximity relationship between indoor APs, including whether they are located in the same room, or in the same floor compartment, or in a neighboring relationship adjacent to the compartment. Each item K(i,j) in the matrix K may take values of 0, 1, 2, 3, and 4. The neighboring relationship and judgment conditions indicated by each value are as shown in Table 3.
表3、AP空间拓扑矩阵值判定表Table 3, AP spatial topology matrix value judgment table
Figure PCTCN2015093504-appb-000007
Figure PCTCN2015093504-appb-000007
Step9、室外上传AP测量报告的筛选。根据AP测量报告中接收到的导航卫星数、平均接收卫星信号强度来区分报告上传的位置是室内还是室外,记录 室外位置上传的AP测量报告。Step9: Screening of outdoor AP measurement reports. According to the number of navigation satellites received in the AP measurement report and the average received satellite signal strength, distinguish whether the location of the report upload is indoor or outdoor, and record AP measurement report uploaded by outdoor location.
Step10、室内锚点AP的确定。一楼锚点AP可以通过室外GPS、AP测量信息及邻近AP的数量分析得到,目前主要获取方法有:Step10, the determination of the indoor anchor point AP. The anchor AP on the first floor can be obtained through outdoor GPS, AP measurement information and the number of neighboring APs. The main acquisition methods are:
识别室外进入室内时刻,即GPS信号消失时,信号强度为前n强的AP即为一楼锚点AP。When the outdoor enters the indoor time, that is, when the GPS signal disappears, the AP with the strongest signal strength is the first floor anchor AP.
对于室外位置上传的AP测量报告中出现一定次数的室内AP,找出室外位置AP平均接收信号强度最强的n个AP作为一楼锚点AP。本发明实施例中AP楼层库构建方式便采用此种方法,其中n取3。For a certain number of indoor APs in the AP measurement report uploaded by the outdoor location, find the n APs with the strongest received signal strength of the outdoor location AP as the first floor anchor AP. In the embodiment of the present invention, the AP floor library construction method adopts this method, where n takes 3.
Step 11、AP楼层库的生成。Step 11, the generation of the AP floor library.
Step11.1、初始化AP楼层矩阵F。AP楼层矩阵用2×N的矩阵F表示,第一行记录的是AP编号,第二行记录对应AP所在楼层,其中第二行初始化为0。Step11.1, initialize the AP floor matrix F. The AP floor matrix is represented by a matrix of 2×N, the first row records the AP number, and the second row records the floor corresponding to the AP, where the second row is initialized to zero.
Step11.2、AP楼层识别的水平迭代过程。遍历已标记楼层的AP,标记其同层邻近AP的楼层。例如AP1为一楼锚点AP,AP1与AP2关系为同层同间,AP1与AP3关系为同层邻间,则标记AP2、AP3为一楼AP。每一个刚标记楼层的AP都去识别其未标记的同层邻近AP,标记新AP的楼层。不断重复这个过程直到所有已识别楼层的AP都没有同层邻近AP。Step11.2, the horizontal iterative process of AP floor recognition. The AP that traverses the marked floor is marked with the floor of its neighboring AP in the same layer. For example, AP1 is the anchor AP of the first floor, and the relationship between AP1 and AP2 is the same layer. The relationship between AP1 and AP3 is the same layer. The AP2 and AP3 are APs on the first floor. Each AP that has just marked the floor identifies its unmarked peer AP and marks the floor of the new AP. This process is repeated until all APs on the identified floor have no APs in the same layer.
Step11.3、AP楼层识别的垂直迭代过程。遍历每一个识别为n楼的AP,寻找其所有隔层邻间的AP,若隔层邻间AP未被识别,则将其识别为n+1楼AP;若隔层邻间AP已识别为同层AP,则将AP空间拓扑矩阵中两者关系由隔层邻间修正为同层邻间。识别完隔层邻间的AP后同样进行Step13上述AP识别水平迭代过程,不断重复水平迭代与垂直迭代过程直到所有AP的楼层被标记出来。AP楼层库构建方法示意图如图10所示,有n各楼层的建筑,假定黑色填充的AP为锚AP,白色填充的为需要确定楼层的AP,箭头方向为隐层信息挖掘的方向,依次确定各AP所属的楼层。Step11.3, the vertical iterative process of AP floor recognition. Traversing each AP identified as n-floor, looking for APs in all of its neighbors. If the inter-zone APs are not identified, they are identified as n+1-floor APs; if the inter-layer APs are identified as In the same layer AP, the relationship between the two in the AP spatial topology matrix is modified from the neighboring neighbor to the peer. After the APs in the inter-layer neighbors are identified, the AP identification level iteration process of Step 13 is also performed, and the horizontal iteration and vertical iteration processes are repeated until all AP floors are marked. A schematic diagram of the AP floor library construction method is shown in Fig. 10. There are n floors of the building, assuming that the black filled AP is the anchor AP, the white pad is the AP that needs to determine the floor, and the arrow direction is the hidden layer information mining direction, which is determined sequentially. The floor to which each AP belongs.
基于前面实施例提供的,在利用众包形式低成本地获取AP所在的楼层后,UE便能通过与无线网络的交互来获取当前相关AP的楼层信息,并用于UE楼层定位。本发明实施例的楼层定位可以有以下几个步骤,请参阅图11所示:Step1、AP测量报告收集。待楼层定位的UE收集AP测量报告。本步骤完成 后网络设备完成AP楼层的数据库创建。Based on the foregoing embodiment, after the floor in which the AP is located is obtained by using the crowdsourcing form, the UE can obtain the floor information of the current related AP through interaction with the wireless network, and is used for UE floor positioning. The floor positioning of the embodiment of the present invention may have the following steps, as shown in FIG. 11: Step1, AP measurement report collection. The UE to be located in the floor collects the AP measurement report. This step is completed The post network device completes the database creation of the AP floor.
Step2、UE所在建筑的AP楼层信息申请。根据GPS信息确定UE所在建筑并向网络设备请求下发所在建筑的AP楼层信息。Step 2. Apply for the AP floor information of the building where the UE is located. The AP floor information of the building where the UE is located is determined according to the GPS information and the network device is requested to be delivered.
Step3、UE权限审核。网络设备审核UE权限及安全性,拒绝未通过审核UE的站点楼层信息请求。Step3, UE permission review. The network device audits the UE rights and security, and rejects the site floor information request that fails to pass the audit.
Step4、AP楼层信息下发。对审核通过的UE下发所在建筑AP的楼层信息。 Step 4, AP floor information is issued. The floor information of the building AP where the UE passes the audit.
Step5、UE楼层匹配定位。Step5, UE floor matching positioning.
Step5.1、分析AP测量报告中接收的AP,根据网络端下发的AP楼层信息筛选出已经识别出楼层的AP;Step 5.1: Analyze the AP received in the AP measurement report, and filter out the AP that has identified the floor according to the AP floor information sent by the network;
Step5.2、在筛选后的AP中,将最大接收信号强度的AP所在楼层确定为UE所在楼层。若AP测量报告中所有接收的AP未被识别楼层,则UE的楼层定位失败。Step 5.2: In the filtered AP, determine the floor of the AP that receives the maximum signal strength as the floor where the UE is located. If all the received APs in the AP measurement report are not recognized by the floor, the floor location of the UE fails.
Step6、UE楼层信息上传。将UE楼层定位信息结果上传无线网络,包括楼层定位成功与否,若定位成功则上传UE所在楼层。Step6, UE floor information upload. The result of the UE floor location information is uploaded to the wireless network, including the success of the floor location. If the location is successful, the floor where the UE is located is uploaded.
基于以上实施例提供的方案,技术人员进行了实际测试,以确定相应的技术效果。该发明有益效果是在众包方式下,实现了一种基于站点测量报告的低成本获取室内发射站点及UE楼层信息的方法。为验证室内AP楼层构建方法的效果,申请人组织了7位测量人员携带测量手机在室内环境正常在活动,同时上传AP测量报告。然后利用AP楼层库构建方法识别室内一至八楼的AP,AP楼层识别结果如表4所示。Based on the solutions provided by the above embodiments, the technician conducted actual tests to determine the corresponding technical effects. The invention has the beneficial effect of realizing a low-cost method for acquiring an indoor transmitting station and UE floor information based on a site measurement report in a crowdsourcing mode. In order to verify the effect of the indoor AP floor construction method, the applicant organized 7 surveyors to carry the measurement mobile phone in the indoor environment normally in the activity, and upload the AP measurement report. Then, the AP floor library construction method is used to identify the APs in the first to eighth floors of the room, and the AP floor recognition results are shown in Table 4.
表4、AP楼层定位结果Table 4, AP floor positioning results
Figure PCTCN2015093504-appb-000008
Figure PCTCN2015093504-appb-000008
测量人员还在一至八楼随意行走并采集AP测量报告,在利用本发明实施例得到AP楼层库的情况下对室内UE楼层定位方法进行验证,总共2900个测试点,结果如表5所示。 The surveyor also walks freely on the first to eighth floors and collects AP measurement reports. In the case of obtaining the AP floor library using the embodiment of the present invention, the indoor UE floor location method is verified, for a total of 2900 test points, and the results are shown in Table 5.
表5.UE楼层定位结果Table 5. UE floor positioning results
Figure PCTCN2015093504-appb-000009
Figure PCTCN2015093504-appb-000009
需要说明的是,若测量报告更多正确率会有提升,继续后续UE上报的信息还可以进一步提高AP楼层挖掘的正确率,并相应提高定位准确率。It should be noted that if the measurement report has more correct rate, the information reported by the subsequent UE can further improve the accuracy of the AP floor mining and improve the positioning accuracy.
本发明实例还提供了一种网络设备,如图12所示,包括:The embodiment of the present invention further provides a network device, as shown in FIG. 12, including:
报告接收单元1201,用于接收来自测量终端的站点测量报告,在上述站点测量报告中包含上述测量终端在测量点测量至少两个接入点的信号强度以及与信号强度对应的接入点标识;The report receiving unit 1201 is configured to receive a station measurement report from the measurement terminal, where the measurement unit includes the signal strength of the at least two access points measured at the measurement point and the access point identifier corresponding to the signal strength.
距离计算单元1202,用于依据信号强度计算接入点之间的相对距离;The distance calculating unit 1202 is configured to calculate a relative distance between the access points according to the signal strength;
楼层确定单元1203,用于依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层;上述锚接入点为已知楼层且在测量报告中包含的接入点。The floor determining unit 1203 is configured to determine, according to the anchor access point and the relative distance between the access points, the floor where each access point is located; the anchor access point is a known floor and the access point included in the measurement report .
可选地,上述距离计算单元1202,用于依据信号强度确定对应各接入点的信号之间的关联度,关联度越大确定接入点之间的相对距离越小,关联度越小确定接入点之间的相对距离越大;或者,Optionally, the distance calculating unit 1202 is configured to determine, according to the signal strength, a degree of association between signals corresponding to each access point, and the greater the degree of association, the smaller the relative distance between the access points is, and the smaller the degree of association is. The greater the relative distance between access points; or,
若第一接入点与第二接入点的信号之间的关联度小于第一阈值,则确定第一接入点与第二接入点位于同房间;若第一接入点与第二接入点的信号之间的关联度小于第二阈值大于上述第一阈值,则确定第一接入点与第二接入点位于同一层临近房间或者相邻层的相邻房间。If the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
可选地,上述距离计算单元1202,用于依据信号强度确定对应各接入点的信号之间的关联度包括:建立接入点信号强度矩阵和接入点信号耦合矩阵;Optionally, the distance calculating unit 1202 is configured to determine, according to the signal strength, the degree of association between the signals corresponding to the access points, including: establishing an access point signal strength matrix and an access point signal coupling matrix;
其中,上述接入点信号强度矩阵,用于记录测量报告中同时出现第一接入点和第二接入点时,第一接入点或第二接入点的平均信号强度;上述第一接入点和第二接入点为待定位的接入点集合中的接入点;The access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report; The access point and the second access point are access points in the set of access points to be located;
上述接入点信号耦合矩阵,用于记录测量报告中同时出现第一接入点和第二接入点的次数占第一接入点出现总次数的比例或者占第二接入点出现总次数的比例;The access point signal coupling matrix is configured to record a ratio of the number of times that the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point proportion;
依据上述接入点信号强度矩阵计算得到接入点信号相关矩阵,用于记录接 入点两两之间的信号强度变化趋势相关程度;Calculating the access point signal correlation matrix according to the above-mentioned access point signal strength matrix, for recording connection The degree of correlation between the trend of signal strength between the two points;
依据上述接入点信号强度矩阵、上述接入点信号耦合矩阵以及上述接入点信号相关矩阵计算得到接入点信号关联矩阵,用于记录接入点信号之间的关联度。And calculating an access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, for recording the degree of association between the access point signals.
可选地,上述距离计算单元1202,用于依据上述接入点信号强度矩阵、上述接入点信号耦合矩阵以及上述接入点信号相关矩阵计算得到接入点信号关联矩阵包括:Optionally, the distance calculating unit 1202 is configured to calculate, according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, that the access point signal correlation matrix comprises:
计算接入点信号关联矩阵的每一项:
Figure PCTCN2015093504-appb-000010
其中,R(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现的次数占编号为i的接入点出现总次数的比例;C(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现时编号为i的接入点的平均信号强度,G(i,j)为信号强度矩阵中编号为i的一列与编号为j的一列的相关系数。
Calculate each item of the access point signal correlation matrix:
Figure PCTCN2015093504-appb-000010
Where R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i; C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and G(i,j) is the number in the signal strength matrix. The correlation coefficient between a column of i and a column numbered j.
进一步地,如图13所示,上述网络设备还包括:Further, as shown in FIG. 13, the foregoing network device further includes:
信息接收单元1301,用于在依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层之前,接收作为锚接入点的预置信息,上述预置信息中包含锚接入点的楼层信息;或者,接收移动终端发送的上述移动终端当前临近或接入的接入点所在的楼层信息,并将上述移动终端上报的接入点作为锚接入点;或者,如图14所示,上述网络设备还包括:The information receiving unit 1301 is configured to receive preset information as an anchor access point before determining a floor where each access point is located according to a relative distance between the anchor access point and the access point, where the preset information includes Anchoring the floor information of the access point; or receiving the floor information of the access point currently located or accessed by the mobile terminal sent by the mobile terminal, and using the access point reported by the mobile terminal as an anchor access point; or As shown in FIG. 14, the foregoing network device further includes:
锚计算单元1401,用于在上述站点测量报告中还包含有全球定位系统GPS信息,将上述GPS信息从有切换为无时,站点测量报告中信号强度大于预定阈值的接入点或信号强度排序在前设定个数的接入点确定为位于地表层,并作为锚接入点;或者,The anchor calculation unit 1401 is configured to further include global positioning system GPS information in the station measurement report, and sort the access point or signal strength in which the signal strength in the station measurement report is greater than a predetermined threshold from the time when the GPS information is switched from when there is no time. The number of access points set before is determined to be located at the surface layer and serves as an anchor access point; or
在上述站点测量报告中还包含有全球定位系统GPS信息,依据上述GPS信息确定测量报告来自于室外或室内,将来自室外的站点测量报告中平均信号强度最强的设定个数的接入点确定为位于地表层,并作为锚接入点。The above-mentioned site measurement report further includes GPS information of the global positioning system, and the measurement report is determined according to the GPS information from the outdoor or indoor, and the set number of access points with the strongest average signal strength in the station measurement report from the outdoor site is set. Determined to be at the surface layer and act as an anchor access point.
进一步地,上述距离计算单元1202,还用于在上述站点测量报告还包含测量时间,依据测量时间确定在时间维度接入点之间的临近关系;Further, the distance calculating unit 1202 is further configured to: at the foregoing station, the measurement report further includes a measurement time, and determine a proximity relationship between the time dimension access points according to the measurement time;
上述距离计算单元1202,用于依据测量时间确定在时间维度接入点之间的临近关系包括:计算测量终端从第一接入点移动到第二接入点的最短时间, 上述第一接入点和第二接入点为待定位的接入点集合中的接入点;若测量终端从第一接入点移动到第二接入点的最短时间小于第三阈值,则确定为同层;和/或,若测量终端从第一接入点移动到第二接入点的最短时间大于第四阈值并且小于上述第三阈值,则确定为相邻层。The distance calculating unit 1202, configured to determine the proximity relationship between the time dimension access points according to the measurement time, includes: calculating a minimum time for the measurement terminal to move from the first access point to the second access point, The first access point and the second access point are the access points in the set of access points to be located; if the minimum time for the measurement terminal to move from the first access point to the second access point is less than the third threshold, Then determining to be the same layer; and/or determining the neighboring layer if the shortest time that the measurement terminal moves from the first access point to the second access point is greater than the fourth threshold and less than the third threshold.
进一步地,上述距离计算单元1202,还用于依据上述接入点之间的相对距离,以及依据测量时间确定在时间维度接入点之间的临近关系,生成控件拓扑矩阵,用于记录各接入点之间的空间位置关系;Further, the distance calculating unit 1202 is further configured to generate a control topology matrix for recording each connection according to the relative distance between the access points and determining the proximity relationship between the time dimension access points according to the measurement time. Spatial positional relationship between in points;
上述楼层确定单元1203,用于依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层包括:依据锚接入点以及上述接入点之间的空间位置关系确定各接入点所在的楼层。The floor determining unit 1203, configured to determine, according to the relative distance between the anchor access point and the access point, the floor where each access point is located, including: determining, according to the spatial location relationship between the anchor access point and the access point. The floor where each access point is located.
进一步地,上述距离计算单元1202,还用于若站点测量报告中信号强度最大值大于第五阈值,则确定测量终端在上述测量报告对应时刻靠近最大信号强度对应的接入点。Further, the distance calculating unit 1202 is further configured to: if the maximum signal strength in the station measurement report is greater than the fifth threshold, determine that the measurement terminal is close to the access point corresponding to the maximum signal strength at the time corresponding to the measurement report.
本发明实施例还提供了一种网络设备,如图15所示,包括:The embodiment of the invention further provides a network device, as shown in FIG.
信息获取单元1501,用于采用本发明实施例的流程确定各接入点所在的楼层;或者,接收依据本发明实施例确定各接入点所在的楼层的信息;The information obtaining unit 1501 is configured to determine, by using the process of the embodiment of the present invention, a floor where each access point is located; or, to receive information for determining a floor where each access point is located according to an embodiment of the present invention;
请求接收单元1502,用于接收来自移动终端的定位请求,在上述定位请求中携带有接入点标识;The request receiving unit 1502 is configured to receive a positioning request from the mobile terminal, where the positioning request carries an access point identifier;
查询单元1503,用于查询接入点所在的楼层的信息,确定上述接入点标识对应的接入点所在楼层,得到结果数据;The querying unit 1503 is configured to query information about a floor where the access point is located, determine a floor where the access point corresponding to the access point identifier is located, and obtain result data;
结果发送单元1504,用于向上述移动终端发送上述结果数据。The result sending unit 1504 is configured to send the foregoing result data to the mobile terminal.
本发明实施例还提供了一种网络设备,如图16所示,包括:The embodiment of the invention further provides a network device, as shown in FIG. 16, comprising:
信息获取单元1601,用于采用本发明实施例的流程确定各接入点所在的楼层;或者,接收依据本发明实施例确定各接入点所在的楼层的信息;The information obtaining unit 1601 is configured to determine, by using the process of the embodiment of the present invention, a floor where each access point is located; or, to receive information for determining a floor where each access point is located according to an embodiment of the present invention;
请求接收单元1602,用于接收来自移动终端的定位请求;a request receiving unit 1602, configured to receive a positioning request from the mobile terminal;
建筑确定单元1603,用于确定上述移动终端所在的建筑;a building determining unit 1603, configured to determine a building where the mobile terminal is located;
结果发送单元1604,用于向上述移动终端发送上述建筑对应的各接入点所在的楼层的信息,用于上述移动终端确定上述移动终端所在楼层。The result sending unit 1604 is configured to send, to the mobile terminal, information about a floor where each access point corresponding to the building is located, and the mobile terminal determines the floor where the mobile terminal is located.
本发明实施例还提供了一种移动终端,如图17所示,包括: The embodiment of the invention further provides a mobile terminal, as shown in FIG. 17, comprising:
下载单元1701,用于从服务器下载依据本发明实施例确定的各接入点所在的楼层的信息;The downloading unit 1701 is configured to download, from the server, information about a floor where each access point is determined according to an embodiment of the present invention;
接入点获取单元1702,用于在确定有楼层定位需求时,获取上述移动终端当前接近的接入点;An access point obtaining unit 1702, configured to acquire an access point that the mobile terminal is currently approaching when determining that there is a floor location requirement;
楼层确定单元1703,用于在上述各接入点所在的楼层的信息中查询上述移动终端当前接近的接入点所在的楼层,作为上述移动终端当前所在的楼层。The floor determining unit 1703 is configured to query, in the information of the floor where the access points are located, the floor where the access point currently adjacent to the mobile terminal is located, as the floor where the mobile terminal is currently located.
本发明实施例还提供了另一种网络设备,如图18所示,包括:接收设备1801、发送设备1802、处理器1803以及存储设备1804;处理器1804可以用于相关数据的存储,也可以用于处理器1803执行运算时的数据缓存;发送设备1802在数据有需要发送出去时可以包含,若无此需求可以不必包含;The embodiment of the present invention further provides another network device, as shown in FIG. 18, including: a receiving device 1801, a sending device 1802, a processor 1803, and a storage device 1804; the processor 1804 can be used for storing related data, or The data cache is used when the processor 1803 performs an operation; the sending device 1802 may include when the data needs to be sent out, and may not be included if there is no such requirement;
其中,上述接收设备1801,用于接收来自测量终端的站点测量报告,在上述站点测量报告中包含上述测量终端在测量点测量至少两个接入点的信号强度以及与信号强度对应的接入点标识;The receiving device 1801 is configured to receive a station measurement report from the measurement terminal, where the station measurement report includes the measurement terminal measuring the signal strength of the at least two access points and the access point corresponding to the signal strength at the measurement point. Identification
上述处理器1803,用于依据信号强度计算接入点之间的相对距离;依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层;上述锚接入点为已知楼层且在测量报告中包含的接入点。The processor 1803 is configured to calculate a relative distance between the access points according to the signal strength; determine, according to the anchor access point and the relative distance between the access points, a floor where each access point is located; the anchor access point is An access point that is known to be included in the floor and in the measurement report.
测量终端是以其功能命名的终端设备,通常来说可以是任意具有无线通信功能的移动终端,不应将测量终端唯一理解为移动终端。接入点可以是任意接入点,例如:室内蜂窝站、无线保真接入点(WiFi-AP)等,接入点的具体形式并不会影响到本实施例的实现,因此本发明实施例对此不予限定。在本实施例中,测量终端不应理解为只有一个测量终端,其数量可以是很多个,当然只有一个也是可以的。站点测量报告数量越多则越能提高本发明实施例最终定位精度。锚接入点可以是预先就知道的,预先知道的原因可以是工程人员配置的,也可以是依据测量报告中一些其他信息自动确定的,本实施例不予唯一性限定。The measurement terminal is a terminal device named after its function, and generally can be any mobile terminal having a wireless communication function, and the measurement terminal should not be exclusively understood as a mobile terminal. The access point may be any access point, such as an indoor cell station, a wireless fidelity access point (WiFi-AP), etc., and the specific form of the access point does not affect the implementation of the embodiment, and thus the present invention is implemented. This example does not limit this. In this embodiment, the measurement terminal should not be understood as having only one measurement terminal, and the number thereof may be many, and of course only one is also possible. The greater the number of station measurement reports, the more the final positioning accuracy of the embodiment of the present invention can be improved. The anchor access point may be known in advance, and the reason for knowing in advance may be configured by the engineering personnel, or may be automatically determined according to some other information in the measurement report, and the embodiment does not limit the uniqueness.
本实施例依靠对测量终端上报的站点测量报告进行隐层信息的挖掘,确定了站点之前的空间距离关系,然后依据空间距离关系通过已知楼层的锚接入点则可以确定那些之前未知楼层的接入点的具体楼层,从而完成接入点楼层信息的采集,该过程采用众包挖掘,不需要工程人员现场采集相应数据,符合成本低廉并且方便实施的技术要求。 The embodiment relies on the site measurement report reported by the measurement terminal to perform hidden layer information mining, determines the spatial distance relationship before the site, and then determines the previously unknown floors through the anchor access points of the known floors according to the spatial distance relationship. The specific floor of the access point completes the collection of access point floor information. The process uses crowdsourcing to excavate, and does not require the engineering personnel to collect corresponding data on site, which meets the technical requirements of low cost and convenient implementation.
在以上实施例中,接入点之间的相对距离,可以是参数类的距离,也可以是分类的距离,具体如下:上述处理器1803,用于依据信号强度计算接入点之间的相对距离包括:In the above embodiment, the relative distance between the access points may be the distance of the parameter class or the distance of the classification, as follows: The processor 1803 is configured to calculate the relative relationship between the access points according to the signal strength. Distance includes:
依据信号强度确定对应各接入点的信号之间的关联度,关联度越大确定接入点之间的相对距离越小,关联度越小确定接入点之间的相对距离越大;或者,Determining the degree of association between signals corresponding to each access point according to the signal strength, the greater the degree of association is, the smaller the relative distance between the access points is, and the smaller the degree of association is, the larger the relative distance between the access points is determined; or ,
若第一接入点与第二接入点的信号之间的关联度小于第一阈值,则确定第一接入点与第二接入点位于同房间;若第一接入点与第二接入点的信号之间的关联度小于第二阈值大于上述第一阈值,则确定第一接入点与第二接入点位于同一层临近房间或者相邻层的相邻房间。If the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
以上,前一种距离属于参数类的距离,后一种则数据分类的距离,均体现了实际距离的相对概念。接入点的信号之间的关联度,是信号强度的变化,或者信号强度静态表现出的两个接入点之间信号强度是否存在关联以及关联程度的数据。接入点的信号之间的关联,因其距离必然存在,例如:两个距离较近的接入点,将会大量同时出现在站点测量报告,而且信号强度值极可能会较为接近。Above, the former distance belongs to the distance of the parameter class, and the latter distance of the data classification reflects the relative concept of the actual distance. The degree of association between the signals of the access points is the change of the signal strength, or whether the signal strength statically shows whether the signal strength between the two access points is related and the degree of association. The relationship between the signals of the access points must exist because of the distance. For example, two access points with close distances will appear in the site measurement report at the same time, and the signal strength values are likely to be close.
本发明实施例还提供了以矩阵记录信号强度等信息方便计算,以及具体的计算方式的优选实现方案,具体如下:上述处理器1803,用于依据信号强度确定对应各接入点的信号之间的关联度包括:The embodiment of the present invention further provides a preferred implementation manner of recording signal strength and the like in a matrix, and a specific implementation manner of the specific calculation manner, as follows: The processor 1803 is configured to determine, according to the signal strength, a signal corresponding to each access point. The degree of relevance includes:
建立接入点信号强度矩阵和接入点信号耦合矩阵;Establishing an access point signal strength matrix and an access point signal coupling matrix;
其中,上述接入点信号强度矩阵,用于记录测量报告中同时出现第一接入点和第二接入点时,第一接入点或第二接入点的平均信号强度;上述第一接入点和第二接入点为待定位的接入点集合中的接入点;The access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report; The access point and the second access point are access points in the set of access points to be located;
上述接入点信号耦合矩阵,用于记录测量报告中同时出现第一接入点和第二接入点的次数占第一接入点出现总次数的比例或者占第二接入点出现总次数的比例;The access point signal coupling matrix is configured to record a ratio of the number of times that the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point proportion;
依据上述接入点信号强度矩阵计算得到接入点信号相关矩阵,用于记录接入点两两之间的信号强度变化趋势相关程度;Calculating an access point signal correlation matrix according to the signal strength matrix of the access point, and recording the correlation degree of the signal strength change trend between the access points;
依据上述接入点信号强度矩阵、上述接入点信号耦合矩阵以及上述接入点信号相关矩阵计算得到接入点信号关联矩阵,用于记录接入点信号之间的关联 度。Calculating an access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, for recording association between access point signals degree.
更进一步地,本实施例还提供了接入点信号相关矩阵的每一项的具体获得方式,如下:上述处理器1803,用于依据上述接入点信号强度矩阵、上述接入点信号耦合矩阵以及上述接入点信号相关矩阵计算得到接入点信号关联矩阵包括:Further, the embodiment further provides a specific obtaining manner of each item of the access point signal correlation matrix, as follows: the processor 1803 is configured to use the access point signal strength matrix and the access point signal coupling matrix. And the access point signal correlation matrix calculated by the access point is obtained by:
计算接入点信号关联矩阵的每一项:
Figure PCTCN2015093504-appb-000011
其中,R(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现的次数占编号为i的接入点出现总次数的比例;C(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现时编号为i的接入点的平均信号强度,G(i,j)为信号强度矩阵中编号为i的一列与编号为j的一列的相关系数。
Calculate each item of the access point signal correlation matrix:
Figure PCTCN2015093504-appb-000011
Where R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i; C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and G(i,j) is the number in the signal strength matrix. The correlation coefficient between a column of i and a column numbered j.
本发明实施例还提供了锚接入点的楼层信息是如何获得的具体举例说明:上述接收设备1801,还用于在依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层之前,接收作为锚接入点的预置信息,上述预置信息中包含锚接入点的楼层信息;或者,The embodiment of the present invention further provides a specific example of how the floor information of the anchor access point is obtained. The receiving device 1801 is further configured to determine each access according to a relative distance between the anchor access point and the access point. Before the floor where the point is located, receiving preset information as an anchor access point, where the preset information includes floor information of the anchor access point; or
接收移动终端发送的上述移动终端当前临近或接入的接入点所在的楼层信息,上述处理器1803,用于将上述移动终端上报的接入点作为锚接入点;或者,Receiving the floor information of the access point that the mobile terminal is currently approaching or accessing by the mobile terminal, where the processor 1803 is configured to use the access point reported by the mobile terminal as an anchor access point; or
在上述站点测量报告中还包含有全球定位系统GPS信息,上述处理器1803,用于将上述GPS信息从有切换为无时,站点测量报告中信号强度大于预定阈值的接入点或信号强度排序在前设定个数的接入点确定为位于地表层,并作为锚接入点;或者,The GPS measurement information is also included in the site measurement report, and the processor 1803 is configured to sort the access point or the signal strength in which the signal strength in the station measurement report is greater than a predetermined threshold when the GPS information is switched from when there is no time. The number of access points set before is determined to be located at the surface layer and serves as an anchor access point; or
在上述站点测量报告中还包含有全球定位系统GPS信息,上述处理器1803,用于依据上述GPS信息确定测量报告来自于室外或室内,将来自室外的站点测量报告中平均信号强度最强的设定个数的接入点确定为位于地表层,并作为锚接入点。The above-mentioned site measurement report further includes global positioning system GPS information, and the processor 1803 is configured to determine, according to the GPS information, that the measurement report is from outdoor or indoor, and the device with the highest average signal strength in the station measurement report from the outdoor is set. A fixed number of access points are determined to be located at the surface layer and serve as anchor access points.
以上提供了四种锚接入点的楼层信息的来源,其中前两种是由外部输入的,后两种是对站点测量报告的隐层信息挖掘;其中,第一种方式中,预置信息可以是新部署的接入点,在部署时确定然后提供给网络侧;或者,由人工先挑选一部分接入点确定楼层后提供给网络侧;第二种方式中,移动终端临近某一接 入点或接入的接入点,具体实现方式本实施例不作赘述,此种方式可以用于在本实施例初始确定接入点楼层后的纠错流程,也可以是在初始确定接入点楼层之前搜集用户的反馈信息;在该方式中,可以进一步对反馈的信息进行筛选,例如:去掉那些不被信任的移动终端反馈的信息,去掉那些明显错误标记的信息,或者,需要超过设定个数的移动终端反馈某接入点属于的某一楼层实现相互印证才采信等;第三种方式利用了移动终端的GPS信息从室外移动到室内时,会发生丢失的特性,从而确定室内位于地表层的接入点;第四种方式则利用了同层接入点之间信号强度具有较强关联性的特性。The above provides the source of the floor information of the four anchor access points, wherein the first two are externally input, and the latter two are hidden layer information mining for the site measurement report; wherein, in the first mode, the preset information It may be a newly deployed access point, which is determined and then provided to the network side during deployment; or, by manually selecting a part of the access point to determine the floor and then providing it to the network side; in the second mode, the mobile terminal is adjacent to a certain connection The access point of the access point or the access point is not described in detail in this embodiment. This method can be used to determine the error correction process after the initial determination of the access point floor in this embodiment, or in the initial determination of the access point. The feedback information of the user is collected before the floor; in this way, the feedback information can be further filtered, for example, the information fed back by the untrusted mobile terminal is removed, the information of the obviously wrong mark is removed, or the setting needs to be exceeded. The number of mobile terminals feedbacks a certain floor to which an access point belongs to achieve mutual authentication, etc.; the third way uses the GPS information of the mobile terminal to move from the outdoor to the indoor, the loss characteristics occur, thereby determining that the indoor location is located The access point of the surface layer; the fourth method utilizes the characteristic that the signal strength between the peer access points has strong correlation.
为了更准确的确定接入点是同层还是非同层,本发明实施例还提供了如下解决方案:上述处理器1803,还用于在上述站点测量报告还包含测量时间,依据测量时间确定在时间维度接入点之间的临近关系;上述依据测量时间确定在时间维度接入点之间的临近关系包括:计算测量终端从第一接入点移动到第二接入点的最短时间,上述第一接入点和第二接入点为待定位的接入点集合中的接入点;若测量终端从第一接入点移动到第二接入点的最短时间小于第三阈值,则确定为同层;和/或,若测量终端从第一接入点移动到第二接入点的最短时间大于第四阈值并且小于上述第三阈值,则确定为相邻层。In order to more accurately determine whether the access point is the same layer or a non-same layer, the embodiment of the present invention further provides the following solution: the processor 1803 is further configured to: at the foregoing site, the measurement report further includes a measurement time, and is determined according to the measurement time. The proximity relationship between the time dimension access points; determining the proximity relationship between the time dimension access points according to the measurement time includes: calculating a minimum time for the measurement terminal to move from the first access point to the second access point, The first access point and the second access point are access points in the set of access points to be located; if the minimum time for the measurement terminal to move from the first access point to the second access point is less than a third threshold, then Determining to be the same layer; and/or determining the neighboring layer if the measurement terminal moves from the first access point to the second access point for a minimum time greater than a fourth threshold and less than the third threshold.
本实施例确定接入点属于同层还是非同层的方式,可以与采用接入点信号相关性确定的结果综合考虑相互印证,从而更进一步地提高隐层信息挖掘的准确性。In this embodiment, the manner in which the access point belongs to the same layer or the non-same layer is determined, and the result determined by the correlation of the access point signal can be comprehensively considered for mutual verification, thereby further improving the accuracy of the hidden layer information mining.
结合接入点之间的相对距离和在时间维度接入点之间的临近关系,本实施例还提供了如下提高隐层信息挖掘的准确性的方案,具体如下:上述处理器1803,还用于依据上述接入点之间的相对距离,以及依据测量时间确定在时间维度接入点之间的临近关系,生成控件拓扑矩阵,用于记录各接入点之间的空间位置关系;In combination with the relative distance between the access points and the proximity relationship between the access points in the time dimension, the embodiment further provides the following scheme for improving the accuracy of the hidden layer information mining, as follows: The processor 1803 is further used. And generating a control topology matrix for recording a spatial position relationship between the access points according to the relative distance between the access points and determining the proximity relationship between the time dimension access points according to the measurement time;
上述依据锚接入点以及上述接入点之间的相对距离确定各接入点所在的楼层包括:The above determining the floor where each access point is located according to the relative distance between the anchor access point and the access point includes:
依据锚接入点以及上述接入点之间的空间位置关系确定各接入点所在的楼层。The floor where each access point is located is determined according to the anchor access point and the spatial positional relationship between the access points.
本实施例还提供了前述实施例中需要用到的测量终端靠近哪一个接入点 的具体确定方式,如下:上述处理器1803,还用于若站点测量报告中信号强度最大值大于第五阈值,则确定测量终端在上述测量报告对应时刻靠近最大信号强度对应的接入点。This embodiment also provides which access point the measurement terminal needs to be used in the foregoing embodiment. The specific determination manner is as follows: the processor 1803 is further configured to: if the maximum signal strength in the station measurement report is greater than the fifth threshold, determine that the measurement terminal is close to the access point corresponding to the maximum signal strength at the corresponding time of the measurement report.
在本实施例中,如果没有大于第五阈值的信号强度,可能存在判断失误的情况,因此可以不予理会该测量报告,或者说在隐层信息挖掘之前就筛除该测量报告。In this embodiment, if there is no signal strength greater than the fifth threshold, there may be a case of a judgment error, so the measurement report may be ignored, or the measurement report may be screened out before the hidden layer information mining.
基于图18所示的网络设备的结构,本实施例还提供了另一种楼层定位方案,具体如下:Based on the structure of the network device shown in FIG. 18, this embodiment further provides another floor location solution, which is specifically as follows:
上述接收设备1801,用于在依据本发明实施例方案确定各接入点所在的楼层后,或者在接收到依据本发明实施例方案确定的各接入点所在的楼层的信息后,接收来自移动终端的定位请求,在上述定位请求中携带有接入点标识;The receiving device 1801 is configured to receive the information from the floor after the access point is determined according to the solution of the embodiment of the present invention, or after receiving the information of the floor where each access point is determined according to the solution of the embodiment of the present invention. The positioning request of the terminal carries the access point identifier in the foregoing positioning request;
上述处理器1803,用于查询接入点所在的楼层的信息,确定上述接入点标识对应的接入点所在楼层,得到结果数据;The processor 1803 is configured to query information about a floor where the access point is located, determine a floor where the access point corresponding to the access point identifier is located, and obtain result data;
上述发送设备1802,用于向上述移动终端发送上述结果数据。The transmitting device 1802 is configured to send the result data to the mobile terminal.
基于图18所示的网络设备的结构,本实施例还提供了另一种楼层定位方案,具体如下:Based on the structure of the network device shown in FIG. 18, this embodiment further provides another floor location solution, which is specifically as follows:
上述接收设备1801,用于在依据本发明实施例方案确定各接入点所在的楼层后,或者在接收到依据本发明实施例方案确定的各接入点所在的楼层的信息后,接收来自移动终端的定位请求;The receiving device 1801 is configured to receive the information from the floor after the access point is determined according to the solution of the embodiment of the present invention, or after receiving the information of the floor where each access point is determined according to the solution of the embodiment of the present invention. Location request of the terminal;
上述处理器1803,用于确定上述移动终端所在的建筑;The processor 1803 is configured to determine a building where the mobile terminal is located;
上述发送设备1802,用于向上述移动终端发送上述建筑对应的各接入点所在的楼层的信息,用于上述移动终端确定上述移动终端所在楼层。The transmitting device 1802 is configured to send, to the mobile terminal, information about a floor where each access point corresponding to the building is located, and the mobile terminal determines the floor where the mobile terminal is located.
本发明实例还提供了另一种移动终端,如图19所示,包括:接收设备1901、发送设备1902、处理器1903以及存储设备1904;处理器1904可以用于相关数据的存储,也可以用于处理器1903执行运算时的数据缓存;发送设备1902则可以用于接收设备1901数据接收之前可能需要的相关请求的发送;The present invention further provides another mobile terminal, as shown in FIG. 19, comprising: a receiving device 1901, a sending device 1902, a processor 1903, and a storage device 1904; the processor 1904 can be used for storing related data, or can be used. The processor 1903 performs data caching when the operation is performed; the sending device 1902 may be configured to receive the transmission of the related request that may be needed before the device 1901 receives the data;
上述接收设备1901,用于接收从服务器下载依据本发明实施例方案确定的各接入点所在的楼层的信息;The receiving device 1901 is configured to receive, by using a server, information about a floor where each access point determined according to the solution of the embodiment of the present invention is located;
上述处理器1903,用于在确定有楼层定位需求时,获取上述移动终端当 前接近的接入点,在上述各接入点所在的楼层的信息中查询上述移动终端当前接近的接入点所在的楼层,作为上述移动终端当前所在的楼层。The processor 1903 is configured to acquire the mobile terminal when determining a location requirement. The access point of the front access point queries the floor of the floor where the mobile terminal is currently located in the information of the floor where the access point is located, as the floor where the mobile terminal is currently located.
以上三个楼层定位实施例均是网络侧为移动终端提供楼层定位服务,特点在于:The above three floor positioning embodiments are all that the network side provides a floor location service for the mobile terminal, and the features are:
第一个:由移动终端发起,接入点的楼层的信息在网络设备,由网络设备返回楼层的信息;The first one is initiated by the mobile terminal, and the information of the floor of the access point is on the network device, and the information of the floor is returned by the network device;
第二个:由移动终端发起,接入点的楼层的信息在网络设备,由网络侧返回建筑包含的接入点的楼层的信息,由移动终端自行确定其所在楼层;The second one is initiated by the mobile terminal, and the information of the floor of the access point is in the network device, and the information of the floor of the access point included in the building is returned by the network side, and the mobile terminal determines the floor where it is located;
第三个:由移动终端预先下载接入点的楼层信息,然后由移动终端自行确定其所在楼层。Third: the floor information of the access point is pre-downloaded by the mobile terminal, and then the mobile terminal determines its own floor.
以上三个方案各有优劣,其中,第一个方案信息传递最少;第二个方案信息传递较少,移动终端在同一建筑移动不需要多次请求位置服务;第三个方案则可以使用非收费流量预先下载需要的信息,而且不需要向网络设备发起位置服务请求,最大限度减少可能的收费。按照不同的应用需求,可以分别选用不同的实现方案。在以上实施例中,移动终端不管是发起位置服务的相关请求,还是下载楼层信息的相关数据,网络设备均可以实先进行鉴权,鉴权不通过则拒绝相应的操作,鉴权可以是权限的鉴定,也可以是身份的识别,还可以是是否安全的识别等;另外,移动终端在使用楼层的信息确定自身所处楼层以后,还可以反馈一些信息给网络设备,例如:告知是否定位正确,告知当前实际所处的楼层等,利于网络设备对接入点的楼层的信息进行更新/修正。The above three schemes have their own advantages and disadvantages, among which, the first scheme has the least information transmission; the second scheme has less information transmission, and the mobile terminal does not need to request the location service multiple times in the same building; the third scheme can use the non-location The charging traffic pre-downloads the required information and does not require a location service request to be initiated to the network device, minimizing possible charges. According to different application requirements, different implementation schemes can be selected separately. In the above embodiment, whether the mobile terminal initiates a related request for the location service or downloads related data of the floor information, the network device may perform authentication first, and if the authentication fails, the corresponding operation is denied, and the authentication may be the permission. The identification can also be the identification of the identity, or the identification of whether it is safe or not. In addition, after using the information of the floor to determine the floor on which the floor is located, the mobile terminal can also feed back some information to the network device, for example, to inform whether the positioning is correct. Informing the current actual floor, etc., which facilitates the network device to update/correct the information of the floor of the access point.
本发明实施例还提供了另一种移动终端,如图20所示,为了便于说明,仅示出了与本发明实施例相关的部分,具体技术细节未揭示的,请参照本发明实施例方法部分。该终端可以为包括手机、平板电脑、PDA(Personal Digital Assistant,个人数字助理)、POS(Point of Sales,销售终端)等任意终端设备,以终端为手机为例:The embodiment of the present invention further provides another mobile terminal. As shown in FIG. 20, for the convenience of description, only parts related to the embodiment of the present invention are shown. For details of the technical disclosure, refer to the method of the embodiment of the present invention. section. The terminal may be any terminal device including a mobile phone, a tablet computer, a PDA (Personal Digital Assistant), a POS (Point of Sales), and the terminal is a mobile phone as an example:
图20示出的是与本发明实施例提供的终端相关的手机的部分结构的框图。参考图20,手机包括:射频(Radio Frequency,RF)电路2010、存储器2020、输入单元2030、显示单元2040、传感器2050、音频电路2060、无线保真(wireless fidelity,WiFi)模块2070、处理器2080、以及电源2090等部件。本领域技术 人员可以理解,图20中示出的手机结构并不构成对手机的限定,可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件布置。FIG. 20 is a block diagram showing a partial structure of a mobile phone related to a terminal provided by an embodiment of the present invention. Referring to FIG. 20, the mobile phone includes: a radio frequency (RF) circuit 2010, a memory 2020, an input unit 2030, a display unit 2040, a sensor 2050, an audio circuit 2060, a wireless fidelity (WiFi) module 2070, and a processor 2080. And power supply 2090 and other components. Technical in the field It will be understood by those skilled in the art that the structure of the handset shown in Figure 20 does not constitute a limitation to the handset, and may include more or fewer components than those illustrated, or some components may be combined, or different components may be arranged.
下面结合图20对手机的各个构成部件进行具体的介绍:The following describes the components of the mobile phone in detail with reference to FIG. 20:
RF电路2010可用于收发信息或通话过程中,信号的接收和发送,特别地,将基站的下行信息接收后,给处理器2080处理;另外,将设计上行的数据发送给基站。通常,RF电路2010包括但不限于天线、至少一个放大器、收发信机、耦合器、低噪声放大器(Low Noise Amplifier,LNA)、双工器等。此外,RF电路2010还可以通过无线通信与网络和其他设备通信。上述无线通信可以使用任一通信标准或协议,包括但不限于全球移动通讯系统(Global System of Mobile communication,GSM)、通用分组无线服务(General Packet Radio Service,GPRS)、码分多址(Code Division Multiple Access,CDMA)、宽带码分多址(Wideband Code Division Multiple Access,WCDMA)、长期演进(Long Term Evolution,LTE)、电子邮件、短消息服务(Short Messaging Service,SMS)等。The RF circuit 2010 can be used for receiving and transmitting signals during the transmission or reception of information or during a call. Specifically, after receiving the downlink information of the base station, the processor 2080 processes the data. In addition, the uplink data is designed to be sent to the base station. Generally, RF circuit 2010 includes, but is not limited to, an antenna, at least one amplifier, a transceiver, a coupler, a Low Noise Amplifier (LNA), a duplexer, and the like. In addition, the RF circuit 2010 can also communicate with the network and other devices through wireless communication. The above wireless communication may use any communication standard or protocol, including but not limited to Global System of Mobile communication (GSM), General Packet Radio Service (GPRS), Code Division Multiple Access (Code Division). Multiple Access (CDMA), Wideband Code Division Multiple Access (WCDMA), Long Term Evolution (LTE), E-mail, Short Messaging Service (SMS), and the like.
存储器2020可用于存储软件程序以及模块,处理器2080通过运行存储在存储器2020的软件程序以及模块,从而执行手机的各种功能应用以及数据处理。存储器2020可主要包括存储程序区和存储数据区,其中,存储程序区可存储操作系统、至少一个功能所需的应用程序(比如声音播放功能、图像播放功能等)等;存储数据区可存储根据手机的使用所创建的数据(比如音频数据、电话本等)等。此外,存储器2020可以包括高速随机存取存储器,还可以包括非易失性存储器,例如至少一个磁盘存储器件、闪存器件、或其他易失性固态存储器件。The memory 2020 can be used to store software programs and modules, and the processor 2080 executes various functional applications and data processing of the mobile phone by running software programs and modules stored in the memory 2020. The memory 2020 may mainly include a storage program area and a storage data area, wherein the storage program area may store an operating system, an application required for at least one function (such as a sound playing function, an image playing function, etc.), and the like; the storage data area may be stored according to Data created by the use of the mobile phone (such as audio data, phone book, etc.). Moreover, memory 2020 can include high speed random access memory, and can also include non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other volatile solid state storage device.
输入单元2030可用于接收输入的数字或字符信息,以及产生与手机的用户设置以及功能控制有关的键信号输入。具体地,输入单元2030可包括触控面板2031以及其他输入设备2032。触控面板2031,也称为触摸屏,可收集用户在其上或附近的触摸操作(比如用户使用手指、触笔等任何适合的物体或附件在触控面板2031上或在触控面板2031附近的操作),并根据预先设定的程式驱动相应的连接装置。可选的,触控面板2031可包括触摸检测装置和触摸控制器两个部分。其中,触摸检测装置检测用户的触摸方位,并检测触摸操作 带来的信号,将信号传送给触摸控制器;触摸控制器从触摸检测装置上接收触摸信息,并将它转换成触点坐标,再送给处理器2080,并能接收处理器2080发来的命令并加以执行。此外,可以采用电阻式、电容式、红外线以及表面声波等多种类型实现触控面板2031。除了触控面板2031,输入单元2030还可以包括其他输入设备2032。具体地,其他输入设备2032可以包括但不限于物理键盘、功能键(比如音量控制按键、开关按键等)、轨迹球、鼠标、操作杆等中的一种或多种。The input unit 2030 can be configured to receive input numeric or character information and to generate key signal inputs related to user settings and function controls of the handset. Specifically, the input unit 2030 may include a touch panel 2031 and other input devices 2032. The touch panel 2031, also referred to as a touch screen, can collect touch operations on or near the user (such as the user using a finger, a stylus, or the like on the touch panel 2031 or near the touch panel 2031. Operation), and drive the corresponding connecting device according to a preset program. Optionally, the touch panel 2031 may include two parts: a touch detection device and a touch controller. Wherein the touch detection device detects the touch orientation of the user and detects the touch operation The signal is transmitted to the touch controller; the touch controller receives the touch information from the touch detection device, converts it into contact coordinates, sends it to the processor 2080, and can receive the command from the processor 2080. And implement it. In addition, the touch panel 2031 can be implemented in various types such as resistive, capacitive, infrared, and surface acoustic waves. In addition to the touch panel 2031, the input unit 2030 may also include other input devices 2032. Specifically, other input devices 2032 may include, but are not limited to, one or more of a physical keyboard, function keys (such as volume control buttons, switch buttons, etc.), trackballs, mice, joysticks, and the like.
显示单元2040可用于显示由用户输入的信息或提供给用户的信息以及手机的各种菜单。显示单元2040可包括显示面板2041,可选的,可以采用液晶显示器(Liquid Crystal Display,LCD)、有机发光二极管(Organic Light-Emitting Diode,OLED)等形式来配置显示面板2041。进一步的,触控面板2031可覆盖显示面板2041,当触控面板2031检测到在其上或附近的触摸操作后,传送给处理器2080以确定触摸事件的类型,随后处理器2080根据触摸事件的类型在显示面板2041上提供相应的视觉输出。虽然在图20中,触控面板2031与显示面板2041是作为两个独立的部件来实现手机的输入和输入功能,但是在某些实施例中,可以将触控面板2031与显示面板2041集成而实现手机的输入和输出功能。The display unit 2040 can be used to display information input by the user or information provided to the user as well as various menus of the mobile phone. The display unit 2040 can include a display panel 2041. Alternatively, the display panel 2041 can be configured in the form of a liquid crystal display (LCD), an organic light-emitting diode (OLED), or the like. Further, the touch panel 2031 can cover the display panel 2041. When the touch panel 2031 detects a touch operation on or near the touch panel 2031, the touch panel 2031 transmits to the processor 2080 to determine the type of the touch event, and then the processor 2080 according to the touch event. The type provides a corresponding visual output on display panel 2041. Although the touch panel 2031 and the display panel 2041 are used as two independent components to implement the input and input functions of the mobile phone in FIG. 20, in some embodiments, the touch panel 2031 and the display panel 2041 may be integrated. Realize the input and output functions of the phone.
手机还可包括至少一种传感器2050,比如光传感器、运动传感器以及其他传感器。具体地,光传感器可包括环境光传感器及接近传感器,其中,环境光传感器可根据环境光线的明暗来调节显示面板2041的亮度,接近传感器可在手机移动到耳边时,关闭显示面板2041和/或背光。作为运动传感器的一种,加速计传感器可检测各个方向上(一般为三轴)加速度的大小,静止时可检测出重力的大小及方向,可用于识别手机姿态的应用(比如横竖屏切换、相关游戏、磁力计姿态校准)、振动识别相关功能(比如计步器、敲击)等;至于手机还可配置的陀螺仪、气压计、湿度计、温度计、红外线传感器等其他传感器,在此不再赘述。The handset can also include at least one type of sensor 2050, such as a light sensor, motion sensor, and other sensors. Specifically, the light sensor may include an ambient light sensor and a proximity sensor, wherein the ambient light sensor may adjust the brightness of the display panel 2041 according to the brightness of the ambient light, and the proximity sensor may close the display panel 2041 and/or when the mobile phone moves to the ear. Or backlight. As a kind of motion sensor, the accelerometer sensor can detect the magnitude of acceleration in all directions (usually three axes). When it is stationary, it can detect the magnitude and direction of gravity. It can be used to identify the gesture of the mobile phone (such as horizontal and vertical screen switching, related Game, magnetometer attitude calibration), vibration recognition related functions (such as pedometer, tapping), etc.; as for the mobile phone can also be configured with gyroscopes, barometers, hygrometers, thermometers, infrared sensors and other sensors, no longer Narration.
音频电路2060、扬声器2061,传声器2062可提供用户与手机之间的音频接口。音频电路2060可将接收到的音频数据转换后的电信号,传输到扬声器2061,由扬声器2061转换为声音信号输出;另一方面,传声器2062将收集的 声音信号转换为电信号,由音频电路2060接收后转换为音频数据,再将音频数据输出处理器2080处理后,经RF电路2010以发送给比如另一手机,或者将音频数据输出至存储器2020以便进一步处理。An audio circuit 2060, a speaker 2061, and a microphone 2062 can provide an audio interface between the user and the handset. The audio circuit 2060 can transmit the converted electrical data of the received audio data to the speaker 2061, and convert it into a sound signal output by the speaker 2061; on the other hand, the microphone 2062 will collect the collected signal. The sound signal is converted into an electrical signal, which is received by the audio circuit 2060 and converted into audio data, and then processed by the audio data output processor 2080, sent to the other mobile phone via the RF circuit 2010, or output the audio data to the memory 2020. Further processing.
WiFi属于短距离无线传输技术,手机通过WiFi模块2070可以帮助用户收发电子邮件、浏览网页和访问流式媒体等,它为用户提供了无线的宽带互联网访问。虽然图20示出了WiFi模块2070,但是可以理解的是,其并不属于手机的必须构成,完全可以根据需要在不改变发明的本质的范围内而省略。WiFi is a short-range wireless transmission technology. The mobile phone can help users to send and receive emails, browse web pages and access streaming media through the WiFi module 2070. It provides users with wireless broadband Internet access. Although FIG. 20 shows the WiFi module 2070, it can be understood that it does not belong to the essential configuration of the mobile phone, and may be omitted as needed within the scope of not changing the essence of the invention.
处理器2080是手机的控制中心,利用各种接口和线路连接整个手机的各个部分,通过运行或执行存储在存储器2020内的软件程序和/或模块,以及调用存储在存储器2020内的数据,执行手机的各种功能和处理数据,从而对手机进行整体监控。可选的,处理器2080可包括一个或多个处理单元;优选的,处理器2080可集成应用处理器和调制解调处理器,其中,应用处理器主要处理操作系统、用户界面和应用程序等,调制解调处理器主要处理无线通信。可以理解的是,上述调制解调处理器也可以不集成到处理器2080中。The processor 2080 is a control center for the handset that connects various portions of the entire handset using various interfaces and lines, by executing or executing software programs and/or modules stored in the memory 2020, and invoking data stored in the memory 2020, executing The phone's various functions and processing data, so that the overall monitoring of the phone. Optionally, the processor 2080 may include one or more processing units; preferably, the processor 2080 may integrate an application processor and a modem processor, where the application processor mainly processes an operating system, a user interface, an application, and the like. The modem processor primarily handles wireless communications. It will be appreciated that the above described modem processor may also not be integrated into the processor 2080.
手机还包括给各个部件供电的电源2090(比如电池),优选的,电源可以通过电源管理系统与处理器2080逻辑相连,从而通过电源管理系统实现管理充电、放电、以及功耗管理等功能。The mobile phone also includes a power supply 2090 (such as a battery) for powering various components. Preferably, the power supply can be logically coupled to the processor 2080 through a power management system to manage functions such as charging, discharging, and power management through the power management system.
尽管未示出,手机还可以包括摄像头、蓝牙模块等,在此不再赘述。Although not shown, the mobile phone may further include a camera, a Bluetooth module, and the like, and details are not described herein again.
在本发明实施例中,该终端所包括的处理器2080的功能可以对应到前述实施例中处理器1803的功能,接收设备1801的功能则可以对应到RF电路2001或者WIFI模块2070。In the embodiment of the present invention, the function of the processor 2080 included in the terminal may correspond to the function of the processor 1803 in the foregoing embodiment, and the function of the receiving device 1801 may correspond to the RF circuit 2001 or the WIFI module 2070.
图21是本发明实施例提供的一种服务器结构示意图,该服务器2100可因配置或性能不同而产生比较大的差异,可以包括一个或一个以上中央处理器(central processing units,CPU)2122(例如,一个或一个以上处理器)和存储器2132,一个或一个以上存储应用程序2142或数据2144的存储介质2130(例如一个或一个以上海量存储设备)。其中,存储器2132和存储介质2130可以是短暂存储或持久存储。存储在存储介质2130的程序可以包括一个或一个以上模块(图示没标出),每个模块可以包括对服务器中的一系列指令操作。更进一步地,中央处理器2122可以设置为与存储介质2130通信,在服务器 2100上执行存储介质2130中的一系列指令操作。FIG. 21 is a schematic structural diagram of a server according to an embodiment of the present invention. The server 2100 may have a large difference due to different configurations or performances, and may include one or more central processing units (CPUs) 2122 (for example, One or more processors and memory 2132, one or more storage media 2130 storing application 2142 or data 2144 (eg, one or one storage device in Shanghai). The memory 2132 and the storage medium 2130 may be short-term storage or persistent storage. The program stored on storage medium 2130 may include one or more modules (not shown), each of which may include a series of instruction operations in the server. Further, the central processing unit 2122 can be configured to communicate with the storage medium 2130 at the server A series of instruction operations in the storage medium 2130 are executed on the 2100.
服务器2100还可以包括一个或一个以上电源2126,一个或一个以上有线或无线网络接口2150,一个或一个以上输入输出接口2158,和/或,一个或一个以上操作系统2141,例如Windows ServerTM,Mac OS XTM,UnixTM,LinuxTM,FreeBSDTM等等。 Server 2100 may also include one or more power sources 2126, one or more wired or wireless network interfaces 2150, one or more input and output interfaces 2158, and/or one or more operating systems 2141, such as Windows ServerTM, Mac OS XTM, UnixTM, LinuxTM, FreeBSDTM and more.
上述实施例中网络设备由处理器所执行的步骤可以基于该图21所示的中央处理器2122,接收设备和发送设备的功能则可以对应到输入输出接口2158。The steps performed by the processor in the network device in the above embodiment may be based on the central processing unit 2122 shown in FIG. 21, and the functions of the receiving device and the transmitting device may correspond to the input/output interface 2158.
值得注意的是,上述装置只是按照功能逻辑进行划分的,但并不局限于上述的划分,只要能够实现相应的功能即可;另外,各功能单元的具体名称也只是为了便于相互区分,并不用于限制本发明的保护范围。It should be noted that the above devices are only divided according to functional logic, but are not limited to the above divisions, as long as the corresponding functions can be implemented; in addition, the specific names of the functional units are only for the purpose of distinguishing from each other, and are not used. To limit the scope of protection of the present invention.
另外,本领域普通技术人员可以理解实现上述各方法实施例中的全部或部分步骤是可以通过程序来指令相关的硬件完成,相应的程序可以存储于一种计算机可读存储介质中,上述提到的存储介质可以是只读存储器,磁盘或光盘等。In addition, those skilled in the art can understand that all or part of the steps in implementing the foregoing method embodiments may be performed by a program to instruct related hardware, and the corresponding program may be stored in a computer readable storage medium. The storage medium may be a read only memory, a magnetic disk or an optical disk or the like.
以上仅为本发明较佳的具体实施方式,但本发明的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本发明实施例揭露的技术范围内,可轻易想到的变化或替换,都应涵盖在本发明的保护范围之内。因此,本发明的保护范围应该以权利要求的保护范围为准。 The above is only a preferred embodiment of the present invention, but the scope of the present invention is not limited thereto, and any person skilled in the art can easily think of changes or replacements within the technical scope disclosed by the embodiments of the present invention. All should be covered by the scope of the present invention. Therefore, the scope of protection of the present invention should be determined by the scope of the claims.

Claims (22)

  1. 一种楼层定位方法,其特征在于,包括:A floor positioning method, comprising:
    接收来自测量终端的站点测量报告,在所述站点测量报告中包含所述测量终端在测量点测量至少两个接入点的信号强度以及与信号强度对应的接入点标识;Receiving a station measurement report from the measurement terminal, where the measurement terminal includes the measurement terminal measuring signal strength of at least two access points and an access point identifier corresponding to the signal strength at the measurement point;
    依据信号强度计算接入点之间的相对距离;Calculating the relative distance between access points based on signal strength;
    依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层;所述锚接入点为已知楼层且在测量报告中包含的接入点。Determining the floor where each access point is located according to the anchor access point and the relative distance between the access points; the anchor access point is a known floor and the access point included in the measurement report.
  2. 根据权利要求1所述方法,其特征在于,所述依据信号强度计算接入点之间的相对距离包括:The method according to claim 1, wherein the calculating the relative distance between the access points according to the signal strength comprises:
    依据信号强度确定对应各接入点的信号之间的关联度,关联度越大确定接入点之间的相对距离越小,关联度越小确定接入点之间的相对距离越大;或者,Determining the degree of association between signals corresponding to each access point according to the signal strength, the greater the degree of association is, the smaller the relative distance between the access points is, and the smaller the degree of association is, the larger the relative distance between the access points is determined; or ,
    若第一接入点与第二接入点的信号之间的关联度小于第一阈值,则确定第一接入点与第二接入点位于同房间;若第一接入点与第二接入点的信号之间的关联度小于第二阈值大于所述第一阈值,则确定第一接入点与第二接入点位于同一层临近房间或者相邻层的相邻房间。If the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
  3. 根据权利要求2所述方法,其特征在于,所述依据信号强度确定对应各接入点的信号之间的关联度包括:The method according to claim 2, wherein the determining the degree of association between the signals corresponding to the access points according to the signal strength comprises:
    建立接入点信号强度矩阵和接入点信号耦合矩阵;Establishing an access point signal strength matrix and an access point signal coupling matrix;
    其中,所述接入点信号强度矩阵,用于记录测量报告中同时出现第一接入点和第二接入点时,第一接入点或第二接入点的平均信号强度;所述第一接入点和第二接入点为待定位的接入点集合中的接入点;The access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report; The first access point and the second access point are access points in the set of access points to be located;
    所述接入点信号耦合矩阵,用于记录测量报告中同时出现第一接入点和第二接入点的次数占第一接入点出现总次数的比例或者占第二接入点出现总次数的比例;The access point signal coupling matrix is configured to record a ratio of the number of times the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point The proportion of times;
    依据所述接入点信号强度矩阵计算得到接入点信号相关矩阵,用于记录接入点两两之间的信号强度变化趋势相关程度;Calculating an access point signal correlation matrix according to the access point signal strength matrix, and recording the correlation degree of the signal strength change trend between the access points;
    依据所述接入点信号强度矩阵、所述接入点信号耦合矩阵以及所述接入点信号相关矩阵计算得到接入点信号关联矩阵,用于记录接入点信号之间的关联 度。Calculating an access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, for recording association between access point signals degree.
  4. 根据权利要求3所述方法,其特征在于,所述依据所述接入点信号强度矩阵、所述接入点信号耦合矩阵以及所述接入点信号相关矩阵计算得到接入点信号关联矩阵包括:The method according to claim 3, wherein the calculating the access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix comprises: :
    计算接入点信号关联矩阵的每一项:
    Figure PCTCN2015093504-appb-100001
    其中,R(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现的次数占编号为i的接入点出现总次数的比例;C(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现时编号为i的接入点的平均信号强度,G(i,j)为信号强度矩阵中编号为i的一列与编号为j的一列的相关系数。
    Calculate each item of the access point signal correlation matrix:
    Figure PCTCN2015093504-appb-100001
    Where R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i; C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and G(i,j) is the number in the signal strength matrix. The correlation coefficient between a column of i and a column numbered j.
  5. 根据权利要求2至4任意一项所述方法,其特征在于,在依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层之前,所述方法还包括:The method according to any one of claims 2 to 4, wherein the method further comprises: before determining a floor where each access point is located according to a relative distance between the anchor access point and the access point, the method further comprising:
    接收作为锚接入点的预置信息,所述预置信息中包含锚接入点的楼层信息;或者,Receiving preset information as an anchor access point, where the preset information includes floor information of an anchor access point; or
    接收移动终端发送的所述移动终端当前临近或接入的接入点所在的楼层信息,并将所述移动终端上报的接入点作为锚接入点;或者,Receiving, by the mobile terminal, floor information of an access point currently adjacent to or accessed by the mobile terminal, and using an access point reported by the mobile terminal as an anchor access point; or
    在所述站点测量报告中还包含有全球定位系统GPS信息,将所述GPS信息从有切换为无时,站点测量报告中信号强度大于预定阈值的接入点或信号强度排序在前设定个数的接入点确定为位于地表层,并作为锚接入点;或者,The GPS measurement information is also included in the site measurement report, and the GPS information is switched from being switched to being non-timed, and the access point or signal strength of the station measurement report whose signal strength is greater than a predetermined threshold is previously set. The number of access points is determined to be at the surface layer and serves as an anchor access point; or,
    在所述站点测量报告中还包含有全球定位系统GPS信息,依据所述GPS信息确定测量报告来自于室外或室内,将来自室外的站点测量报告中平均信号强度最强的设定个数的接入点确定为位于地表层,并作为锚接入点。The GPS measurement information is also included in the site measurement report, and the measurement report is determined to be from the outdoor or indoor according to the GPS information, and the set number of the average signal strength in the station measurement report from the outdoor is the strongest. The in point is determined to be at the surface layer and serves as an anchor access point.
  6. 根据权利要求1至4任意一项所任意一项所述方法,其特征在于,所述方法还包括:The method according to any one of claims 1 to 4, further comprising:
    在所述站点测量报告还包含测量时间,依据测量时间确定在时间维度接入点之间的临近关系;所述依据测量时间确定在时间维度接入点之间的临近关系包括:计算测量终端从第一接入点移动到第二接入点的最短时间,所述第一接入点和第二接入点为待定位的接入点集合中的接入点;若测量终端从第一接入点移动到第二接入点的最短时间小于第三阈值,则确定为同层;和/或,若测 量终端从第一接入点移动到第二接入点的最短时间大于第四阈值并且小于所述第三阈值,则确定为相邻层。The measurement report at the station further includes a measurement time, and determining a proximity relationship between the time dimension access points according to the measurement time; determining, according to the measurement time, the proximity relationship between the time dimension access points comprises: calculating the measurement terminal from The shortest time that the first access point moves to the second access point, where the first access point and the second access point are access points in the set of access points to be located; if the measurement terminal is connected from the first If the minimum time that the ingress moves to the second access point is less than the third threshold, it is determined to be the same layer; and/or, if If the shortest time that the quantity terminal moves from the first access point to the second access point is greater than the fourth threshold and is less than the third threshold, it is determined to be an adjacent layer.
  7. 根据权利要求6所述方法,其特征在于,所述方法还包括:The method of claim 6 wherein the method further comprises:
    依据所述接入点之间的相对距离,以及依据测量时间确定在时间维度接入点之间的临近关系,生成控件拓扑矩阵,用于记录各接入点之间的空间位置关系;Determining, according to the relative distance between the access points, the proximity relationship between the time dimension access points according to the measurement time, and generating a control topology matrix for recording a spatial position relationship between the access points;
    所述依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层包括:Determining, according to the relative distance between the anchor access point and the access point, the floor where each access point is located includes:
    依据锚接入点以及所述接入点之间的空间位置关系确定各接入点所在的楼层。The floor where each access point is located is determined according to the anchor access point and the spatial positional relationship between the access points.
  8. 根据权利要求1至4任意一项所述方法,其特征在于,所述方法还包括:The method according to any one of claims 1 to 4, further comprising:
    若站点测量报告中信号强度最大值大于第五阈值,则确定测量终端在所述测量报告对应时刻靠近最大信号强度对应的接入点。If the maximum value of the signal strength in the station measurement report is greater than the fifth threshold, it is determined that the measurement terminal is close to the access point corresponding to the maximum signal strength at the time corresponding to the measurement report.
  9. 一种楼层定位方法,其特征在于,包括:A floor positioning method, comprising:
    在依据权利要求1至7任意一项所述方法确定各接入点所在的楼层后,或者在接收到依据权利要求1至7任意一项所述方法确定各接入点所在的楼层的信息后,接收来自移动终端的定位请求,在所述定位请求中携带有接入点标识;After determining the floor where each access point is located according to the method according to any one of claims 1 to 7, or after receiving the method according to any one of claims 1 to 7, determining the information of the floor where each access point is located Receiving a positioning request from the mobile terminal, where the positioning request carries an access point identifier;
    查询接入点所在的楼层的信息,确定所述接入点标识对应的接入点所在楼层,得到结果数据;Querying the information of the floor where the access point is located, determining the floor of the access point corresponding to the access point identifier, and obtaining result data;
    向所述移动终端发送所述结果数据。Transmitting the result data to the mobile terminal.
  10. 一种楼层定位方法,其特征在于,包括:A floor positioning method, comprising:
    在依据权利要求1至7任意一项所述方法确定各接入点所在的楼层后,或者在接收到依据权利要求1至7任意一项所述方法确定各接入点所在的楼层的信息后,接收来自移动终端的定位请求,并确定所述移动终端所在的建筑;After determining the floor where each access point is located according to the method according to any one of claims 1 to 7, or after receiving the method according to any one of claims 1 to 7, determining the information of the floor where each access point is located Receiving a location request from the mobile terminal and determining the building in which the mobile terminal is located;
    向所述移动终端发送所述建筑对应的各接入点所在的楼层的信息,用于所述移动终端确定所述移动终端所在楼层。And transmitting, to the mobile terminal, information about a floor where each access point corresponding to the building is located, where the mobile terminal determines a floor where the mobile terminal is located.
  11. 一种楼层定位方法,其特征在于,包括:A floor positioning method, comprising:
    移动终端从服务器下载依据权利要求1至7任意一项所述方法确定各接入 点所在的楼层的信息;The mobile terminal downloads from the server to determine each access according to the method of any one of claims 1 to 7. Information on the floor where the point is located;
    移动终端在确定有楼层定位需求时,获取所述移动终端当前接近的接入点,在所述各接入点所在的楼层的信息中查询所述移动终端当前接近的接入点所在的楼层,作为所述移动终端当前所在的楼层。When the mobile terminal determines that there is a floor location requirement, the access point that the mobile terminal is currently approaching is obtained, and the floor of the floor where the mobile terminal is located is queried in the information of the floor where the access point is located, As the floor where the mobile terminal is currently located.
  12. 一种网络设备,其特征在于,包括:A network device, comprising:
    报告接收单元,用于接收来自测量终端的站点测量报告,在所述站点测量报告中包含所述测量终端在测量点测量至少两个接入点的信号强度以及与信号强度对应的接入点标识;a report receiving unit, configured to receive a station measurement report from the measurement terminal, where the measurement report includes the measurement terminal measuring signal strength of at least two access points at the measurement point and an access point identifier corresponding to the signal strength ;
    距离计算单元,用于依据信号强度计算接入点之间的相对距离;a distance calculation unit, configured to calculate a relative distance between the access points according to the signal strength;
    楼层确定单元,用于依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层;所述锚接入点为已知楼层且在测量报告中包含的接入点。a floor determining unit, configured to determine a floor where each access point is located according to an anchor access point and a relative distance between the access points; the anchor access point is a known floor and the access included in the measurement report point.
  13. 根据权利要求12所述网络设备,其特征在于,A network device according to claim 12, wherein
    所述距离计算单元,用于依据信号强度确定对应各接入点的信号之间的关联度,关联度越大确定接入点之间的相对距离越小,关联度越小确定接入点之间的相对距离越大;或者,The distance calculation unit is configured to determine, according to the signal strength, the degree of association between the signals corresponding to the access points, the greater the degree of association, the smaller the relative distance between the access points, and the smaller the degree of association, the determined access point. The greater the relative distance between them; or,
    若第一接入点与第二接入点的信号之间的关联度小于第一阈值,则确定第一接入点与第二接入点位于同房间;若第一接入点与第二接入点的信号之间的关联度小于第二阈值大于所述第一阈值,则确定第一接入点与第二接入点位于同一层临近房间或者相邻层的相邻房间。If the degree of association between the signals of the first access point and the second access point is less than the first threshold, determining that the first access point and the second access point are in the same room; if the first access point and the second If the degree of association between the signals of the access point is less than the second threshold is greater than the first threshold, determining that the first access point and the second access point are located in the adjacent room of the same layer or adjacent rooms of the adjacent layer.
  14. 根据权利要求13所述网络设备,其特征在于,A network device according to claim 13, wherein
    所述距离计算单元,用于依据信号强度确定对应各接入点的信号之间的关联度包括:建立接入点信号强度矩阵和接入点信号耦合矩阵;The distance calculation unit is configured to determine, according to the signal strength, the degree of association between the signals corresponding to the access points, including: establishing an access point signal strength matrix and an access point signal coupling matrix;
    其中,所述接入点信号强度矩阵,用于记录测量报告中同时出现第一接入点和第二接入点时,第一接入点或第二接入点的平均信号强度;所述第一接入点和第二接入点为待定位的接入点集合中的接入点;The access point signal strength matrix is configured to record an average signal strength of the first access point or the second access point when the first access point and the second access point appear simultaneously in the measurement report; The first access point and the second access point are access points in the set of access points to be located;
    所述接入点信号耦合矩阵,用于记录测量报告中同时出现第一接入点和第二接入点的次数占第一接入点出现总次数的比例或者占第二接入点出现总次数的比例;The access point signal coupling matrix is configured to record a ratio of the number of times the first access point and the second access point appear simultaneously in the measurement report to the total number of occurrences of the first access point or the total number of occurrences of the second access point The proportion of times;
    依据所述接入点信号强度矩阵计算得到接入点信号相关矩阵,用于记录接 入点两两之间的信号强度变化趋势相关程度;Calculating an access point signal correlation matrix according to the access point signal strength matrix for recording The degree of correlation between the trend of signal strength between the two points;
    依据所述接入点信号强度矩阵、所述接入点信号耦合矩阵以及所述接入点信号相关矩阵计算得到接入点信号关联矩阵,用于记录接入点信号之间的关联度。And calculating an access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, for recording the degree of association between the access point signals.
  15. 根据权利要求14所述网络设备,其特征在于,A network device according to claim 14, wherein
    所述距离计算单元,用于依据所述接入点信号强度矩阵、所述接入点信号耦合矩阵以及所述接入点信号相关矩阵计算得到接入点信号关联矩阵包括:The distance calculation unit is configured to calculate an access point signal correlation matrix according to the access point signal strength matrix, the access point signal coupling matrix, and the access point signal correlation matrix, including:
    计算接入点信号关联矩阵的每一项:
    Figure PCTCN2015093504-appb-100002
    其中,R(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现的次数占编号为i的接入点出现总次数的比例;C(i,j)为站点测量报告中编号为i的接入点和编号为j的接入点同时出现时编号为i的接入点的平均信号强度,G(i,j)为信号强度矩阵中编号为i的一列与编号为j的一列的相关系数。
    Calculate each item of the access point signal correlation matrix:
    Figure PCTCN2015093504-appb-100002
    Where R(i,j) is the ratio of the number of simultaneous occurrences of the access point numbered i and the access point numbered j in the site measurement report to the total number of access points numbered i; C(i, j) is the average signal strength of the access point numbered i when the access point numbered i and the access point numbered j are simultaneously present in the site measurement report, and G(i,j) is the number in the signal strength matrix. The correlation coefficient between a column of i and a column numbered j.
  16. 根据权利要求13至15任意一项所述网络设备,其特征在于,所述网络设备还包括:The network device according to any one of claims 13 to 15, wherein the network device further comprises:
    信息接收单元,用于在依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层之前,接收作为锚接入点的预置信息,所述预置信息中包含锚接入点的楼层信息;或者,接收移动终端发送的所述移动终端当前临近或接入的接入点所在的楼层信息,并将所述移动终端上报的接入点作为锚接入点;或者,所述网络设备还包括:An information receiving unit, configured to receive preset information, which is an anchor access point, before determining a floor where each access point is located according to a relative distance between the anchor access point and the access point, where the preset information is Include the floor information of the anchor access point; or, receive the floor information of the access point that the mobile terminal is currently approaching or accessing, and use the access point reported by the mobile terminal as the anchor access point. Or the network device further includes:
    锚计算单元,用于在所述站点测量报告中还包含有全球定位系统GPS信息,将所述GPS信息从有切换为无时,站点测量报告中信号强度大于预定阈值的接入点或信号强度排序在前设定个数的接入点确定为位于地表层,并作为锚接入点;或者,And an anchor calculation unit, configured to include global positioning system GPS information in the station measurement report, where the GPS information is switched from being to no, and the signal strength in the station measurement report is greater than a predetermined threshold or an input signal strength The access point that is sorted in the previous setting is determined to be located at the surface layer and serves as an anchor access point; or
    在所述站点测量报告中还包含有全球定位系统GPS信息,依据所述GPS信息确定测量报告来自于室外或室内,将来自室外的站点测量报告中平均信号强度最强的设定个数的接入点确定为位于地表层,并作为锚接入点。The GPS measurement information is also included in the site measurement report, and the measurement report is determined to be from the outdoor or indoor according to the GPS information, and the set number of the average signal strength in the station measurement report from the outdoor is the strongest. The in point is determined to be at the surface layer and serves as an anchor access point.
  17. 根据权利要求12至15任意一项所任意一项所述网络设备,其特征在于,A network device according to any one of claims 12 to 15, wherein
    所述距离计算单元,还用于在所述站点测量报告还包含测量时间,依据测 量时间确定在时间维度接入点之间的临近关系;The distance calculation unit is further configured to: at the station, the measurement report further includes a measurement time, according to the measurement The quantity time determines the proximity relationship between the time dimension access points;
    所述距离计算单元,用于依据测量时间确定在时间维度接入点之间的临近关系包括:计算测量终端从第一接入点移动到第二接入点的最短时间,所述第一接入点和第二接入点为待定位的接入点集合中的接入点;若测量终端从第一接入点移动到第二接入点的最短时间小于第三阈值,则确定为同层;和/或,若测量终端从第一接入点移动到第二接入点的最短时间大于第四阈值并且小于所述第三阈值,则确定为相邻层。The distance calculating unit, configured to determine, according to the measurement time, the proximity relationship between the access points in the time dimension comprises: calculating a minimum time for the measurement terminal to move from the first access point to the second access point, where the first connection The ingress point and the second access point are access points in the set of access points to be located; if the minimum time that the measurement terminal moves from the first access point to the second access point is less than a third threshold, it is determined to be the same And/or, if the measurement terminal moves from the first access point to the second access point for a minimum time greater than a fourth threshold and less than the third threshold, determining to be an adjacent layer.
  18. 根据权利要求17所述网络设备,其特征在于,A network device according to claim 17, wherein
    所述距离计算单元,还用于依据所述接入点之间的相对距离,以及依据测量时间确定在时间维度接入点之间的临近关系,生成控件拓扑矩阵,用于记录各接入点之间的空间位置关系;The distance calculation unit is further configured to generate a control topology matrix for recording each access point according to a relative distance between the access points and determining a proximity relationship between time dimension access points according to the measurement time. Spatial positional relationship between;
    所述楼层确定单元,用于依据锚接入点以及所述接入点之间的相对距离确定各接入点所在的楼层包括:依据锚接入点以及所述接入点之间的空间位置关系确定各接入点所在的楼层。The floor determining unit, configured to determine, according to the anchor access point and the relative distance between the access points, the floor where each access point is located, including: according to the anchor access point and a spatial location between the access points The relationship determines the floor on which each access point is located.
  19. 根据权利要求1至4任意一项所述网络设备,其特征在于,A network device according to any one of claims 1 to 4, characterized in that
    所述距离计算单元,还用于若站点测量报告中信号强度最大值大于第五阈值,则确定测量终端在所述测量报告对应时刻靠近最大信号强度对应的接入点。The distance calculation unit is further configured to: if the maximum value of the signal strength in the station measurement report is greater than the fifth threshold, determine that the measurement terminal is close to the access point corresponding to the maximum signal strength at the time corresponding to the measurement report.
  20. 一种网络设备,其特征在于,包括:A network device, comprising:
    信息获取单元,用于采用权利要求1至7任意一项所述方法流程确定各接入点所在的楼层;或者,接收依据权利要求1至7任意一项所述方法确定各接入点所在的楼层的信息;An information obtaining unit, configured to determine a floor where each access point is located by using the method according to any one of claims 1 to 7; or, receiving the method according to any one of claims 1 to 7, determining each access point Floor information;
    请求接收单元,用于接收来自移动终端的定位请求,在所述定位请求中携带有接入点标识;a request receiving unit, configured to receive a positioning request from the mobile terminal, where the positioning request carries an access point identifier;
    查询单元,用于查询接入点所在的楼层的信息,确定所述接入点标识对应的接入点所在楼层,得到结果数据;The query unit is configured to query information about a floor where the access point is located, determine a floor where the access point corresponding to the access point identifier is located, and obtain result data;
    结果发送单元,用于向所述移动终端发送所述结果数据。a result sending unit, configured to send the result data to the mobile terminal.
  21. 一种网络设备,其特征在于,包括:A network device, comprising:
    信息获取单元,用于采用权利要求1至7任意一项所述方法流程确定各接入点所在的楼层;或者,接收依据权利要求1至7任意一项所述方法确定各接 入点所在的楼层的信息;An information obtaining unit, configured to determine a floor where each access point is located by using the method according to any one of claims 1 to 7; or receiving a method according to any one of claims 1 to 7 to determine each connection Information on the floor where the entry point is located;
    请求接收单元,用于接收来自移动终端的定位请求;a request receiving unit, configured to receive a positioning request from the mobile terminal;
    建筑确定单元,用于确定所述移动终端所在的建筑;a building determining unit, configured to determine a building where the mobile terminal is located;
    结果发送单元,用于向所述移动终端发送所述建筑对应的各接入点所在的楼层的信息,用于所述移动终端确定所述移动终端所在楼层。And a result sending unit, configured to send, to the mobile terminal, information about a floor where each access point corresponding to the building is located, where the mobile terminal determines a floor where the mobile terminal is located.
  22. 一种移动终端,其特征在于,包括:A mobile terminal, comprising:
    下载单元,用于从服务器下载依据权利要求1至7任意一项所述方法确定各接入点所在的楼层的信息;a downloading unit, configured to download, by the server, the information of the floor where each access point is located according to the method of any one of claims 1 to 7;
    接入点获取单元,用于在确定有楼层定位需求时,获取所述移动终端当前接近的接入点;An access point acquiring unit, configured to acquire an access point that the mobile terminal is currently approaching when determining a floor positioning requirement;
    楼层确定单元,用于在所述各接入点所在的楼层的信息中查询所述移动终端当前接近的接入点所在的楼层,作为所述移动终端当前所在的楼层。 The floor determining unit is configured to query, in the information of the floor where the access points are located, the floor where the access point currently in the mobile terminal is located, as the floor where the mobile terminal is currently located.
PCT/CN2015/093504 2015-10-31 2015-10-31 Floor positioning method, network device and mobile terminal WO2017070969A1 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
PCT/CN2015/093504 WO2017070969A1 (en) 2015-10-31 2015-10-31 Floor positioning method, network device and mobile terminal
CN201580061739.6A CN107005810A (en) 2015-10-31 2015-10-31 A kind of floor location method, the network equipment and mobile terminal

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/CN2015/093504 WO2017070969A1 (en) 2015-10-31 2015-10-31 Floor positioning method, network device and mobile terminal

Publications (1)

Publication Number Publication Date
WO2017070969A1 true WO2017070969A1 (en) 2017-05-04

Family

ID=58631123

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2015/093504 WO2017070969A1 (en) 2015-10-31 2015-10-31 Floor positioning method, network device and mobile terminal

Country Status (2)

Country Link
CN (1) CN107005810A (en)
WO (1) WO2017070969A1 (en)

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111650554A (en) * 2020-05-29 2020-09-11 浙江商汤科技开发有限公司 Positioning method and device, electronic equipment and storage medium
CN111866744A (en) * 2020-07-30 2020-10-30 广东飞企互联科技股份有限公司 Stereo positioning method based on big data
CN112312308A (en) * 2020-10-29 2021-02-02 广东小天才科技有限公司 Indoor positioning method and terminal equipment
CN115580926A (en) * 2022-11-17 2023-01-06 杭州明启数智科技有限公司 Indoor positioning method for residential building based on wifi fingerprint and improved knn algorithm
WO2023048608A1 (en) * 2021-09-27 2023-03-30 Telefonaktiebolaget Lm Ericsson (Publ) Measurement based identification of floors in need for network related action

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109699032B (en) * 2017-10-23 2024-01-26 厦门雅迅网络股份有限公司 WIFI access point positioning method, terminal equipment and storage medium
CN108738066A (en) * 2018-05-10 2018-11-02 北京星网锐捷网络技术有限公司 It is a kind of obtain AP between physical topology method, equipment and wireless network
WO2020024156A1 (en) * 2018-08-01 2020-02-06 华为技术有限公司 Method for constructing vertical positioning model, and vertical positioning method and device
US11229000B2 (en) 2020-03-26 2022-01-18 Hewlett Packard Enterprise Development Lp Automatic location of access points in a network
CN112423233B (en) * 2020-08-31 2022-04-22 腾讯科技(深圳)有限公司 Data processing method, data processing device, computer equipment and storage medium
CN113438736B (en) * 2021-07-02 2022-06-24 杭州云深科技有限公司 WiFi position information determining method and device, computer equipment and storage medium

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102016626A (en) * 2008-04-21 2011-04-13 高通股份有限公司 System and method of position location transfer
CN102105809A (en) * 2008-07-11 2011-06-22 诺基亚公司 Method providing positioning and navigation inside large buildings
CN102713663A (en) * 2009-11-18 2012-10-03 高通股份有限公司 Position determination using a wireless signal

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102016626A (en) * 2008-04-21 2011-04-13 高通股份有限公司 System and method of position location transfer
CN102105809A (en) * 2008-07-11 2011-06-22 诺基亚公司 Method providing positioning and navigation inside large buildings
CN102713663A (en) * 2009-11-18 2012-10-03 高通股份有限公司 Position determination using a wireless signal

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111650554A (en) * 2020-05-29 2020-09-11 浙江商汤科技开发有限公司 Positioning method and device, electronic equipment and storage medium
CN111866744A (en) * 2020-07-30 2020-10-30 广东飞企互联科技股份有限公司 Stereo positioning method based on big data
CN112312308A (en) * 2020-10-29 2021-02-02 广东小天才科技有限公司 Indoor positioning method and terminal equipment
CN112312308B (en) * 2020-10-29 2023-12-22 广东小天才科技有限公司 Indoor positioning method and terminal equipment
WO2023048608A1 (en) * 2021-09-27 2023-03-30 Telefonaktiebolaget Lm Ericsson (Publ) Measurement based identification of floors in need for network related action
CN115580926A (en) * 2022-11-17 2023-01-06 杭州明启数智科技有限公司 Indoor positioning method for residential building based on wifi fingerprint and improved knn algorithm

Also Published As

Publication number Publication date
CN107005810A (en) 2017-08-01

Similar Documents

Publication Publication Date Title
WO2017070969A1 (en) Floor positioning method, network device and mobile terminal
EP3603125B9 (en) Supporting a tracking of mobile devices
CN109891934B (en) Positioning method and device
KR102252566B1 (en) Systems and methods for using three-dimensional location information to improve location services
CN103563406B (en) Monitoring geofence exit
CN107250829B (en) Apparatus, system and method for checking health of radio model data
US11243288B2 (en) Location error radius determination
CN106461753A (en) Location transition determination
CN107943489A (en) Data sharing method and mobile terminal
CN113124857B (en) Method for determining entrance and exit positions, related device, equipment and storage medium
CN106416396B (en) Running position provider process
US20180087909A1 (en) Method and apparatus for beacon data collection
EP3281037A1 (en) Method and apparatus for installing antenna devices and guiding installation
Hu Wi-Fi based indoor positioning system using smartphone
CN108605310B (en) Method and device for adjusting positioning period
CN107835304B (en) Method and device for controlling mobile terminal, mobile terminal and storage medium
TWI569659B (en) System and method for detection of indoor tracking units
CN110095792A (en) The method and device of positioning terminal
KR102169688B1 (en) Method and system for providing place information
KR102078156B1 (en) Method and apparatus for estimating position of terminal using sector antenna
JP2014052208A (en) Position estimation device, position estimation system, and position estimation method
JP2014078916A (en) Communication terminal, communication method and communication program
JP6814778B2 (en) Employee position movement display system, employee position movement display method and employee position movement display program
US20180081026A1 (en) Last mile positioning of a mobile communication device
EP3754358A1 (en) Generating a radio map for indoor positioning

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 15907030

Country of ref document: EP

Kind code of ref document: A1

NENP Non-entry into the national phase

Ref country code: DE

122 Ep: pct application non-entry in european phase

Ref document number: 15907030

Country of ref document: EP

Kind code of ref document: A1