CN111107497A - Base station fingerprint database data source supplementing method and device, server and storage medium - Google Patents

Base station fingerprint database data source supplementing method and device, server and storage medium Download PDF

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Publication number
CN111107497A
CN111107497A CN201911405376.XA CN201911405376A CN111107497A CN 111107497 A CN111107497 A CN 111107497A CN 201911405376 A CN201911405376 A CN 201911405376A CN 111107497 A CN111107497 A CN 111107497A
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information
data
base station
fingerprint database
data source
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钟湘飞
林昀
王宇峰
何伟国
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Hongshan Information Technology Research Institute Hangzhou Co Ltd
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Hongshan Information Technology Research Institute Hangzhou Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • H04W4/029Location-based management or tracking services

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Abstract

The invention discloses a method, a device, a server and a storage medium for supplementing a base station fingerprint database data source, wherein the method comprises the following steps: the control target application simultaneously acquires the position information of the user and the wireless network signaling information according to a preset time threshold interval; extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning; and uploading the field information to a positioning server to supplement a base station fingerprint database data source. The technical scheme of the invention realizes the effect of enriching the data source of the base station fingerprint database.

Description

Base station fingerprint database data source supplementing method and device, server and storage medium
Technical Field
The embodiment of the invention relates to the technical field of communication, in particular to a method and a device for supplementing a base station fingerprint database data source, a server and a storage medium.
Background
In a mobile network, when a user starts a GPS positioning service of a mobile phone, the mobile phone reports location information to a network side, and data (e.g., AGPS information in MR data) extracted through a network side interface can acquire specific location information of the user. With the target application of user location information in the wireless communication field, the user location positioning algorithm is also more and more emphasized, wherein the fingerprint positioning algorithm is undoubtedly one of the algorithms with the widest precision and the best precision for the target application. The distribution of MR sample points carrying AGPS information is not uniform, the MR sample points are mainly distributed on urban main roads, and a small road, a park and a residential area are only covered by sporadic AGPS data points, so that the grid matching-based positions positioned in the areas are greatly different from the actual positions, and the accuracy is low, thereby influencing the specific target application of the position service.
Disclosure of Invention
The invention provides a method, a device, a server and a storage medium for supplementing a base station fingerprint database data source, which are used for realizing the effect of enriching the base station fingerprint database data source.
In a first aspect, an embodiment of the present invention provides a method for supplementing a base station fingerprint database data source, including:
the control target application simultaneously acquires the position information of the user and the wireless network signaling information according to a preset time threshold interval;
extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning;
and uploading the field information to a positioning server to supplement a base station fingerprint database data source.
In a second aspect, an embodiment of the present invention further provides a device for supplementing a base station fingerprint database data source, including:
the data acquisition module is used for controlling the target application to simultaneously acquire the position information of the user and the wireless network signaling information according to a preset time threshold interval;
the information extraction module is used for extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning;
and the fingerprint database supplementing module is used for uploading the field information to a positioning server so as to supplement a base station fingerprint database data source.
In a third aspect, an embodiment of the present invention further provides a server, including:
one or more processors;
a storage device for storing one or more programs,
when executed by the one or more processors, cause the one or more processors to implement the base station fingerprint database data source replenishment method as described above.
In a fourth aspect, the embodiment of the present invention further provides a computer-readable storage medium, on which a computer program is stored, which when executed by a processor, implements the base station fingerprint database data source supplementing method as described above.
According to the technical scheme, the position information and the wireless network signaling information of a user are simultaneously acquired by a control target application according to a preset time threshold interval; extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning; the field information is uploaded to a positioning server to supplement a base station fingerprint database data source, the problem that MR sample points carrying AGPS information in a base station fingerprint database are not uniformly distributed is solved, and the effect of enriching the base station fingerprint database data source is achieved.
Drawings
Fig. 1 is a flowchart of a method for supplementing a database of a base station fingerprint database according to a first embodiment of the present invention.
Fig. 2 is a flowchart of a method for supplementing a database of a base station fingerprint database according to a second embodiment of the present invention.
Fig. 3 is a schematic structural diagram of a base station fingerprint database data source supplementing apparatus in a third embodiment of the present invention.
Fig. 4 is a schematic structural diagram of a server in the fourth embodiment of the present invention.
Detailed Description
The present invention will be described in further detail with reference to the accompanying drawings and examples. It is to be understood that the specific embodiments described herein are merely illustrative of the invention and are not limiting of the invention. It should be further noted that, for the convenience of description, only some of the structures related to the present invention are shown in the drawings, not all of the structures.
Before discussing exemplary embodiments in more detail, it should be noted that some exemplary embodiments are described as processes or methods depicted as flowcharts. Although a flowchart may describe the steps as a sequential process, many of the steps can be performed in parallel, concurrently or simultaneously. In addition, the order of the steps may be rearranged. A process may be terminated when its operations are completed, but may have additional steps not included in the figure. A process may correspond to a method, a function, a procedure, a subroutine, a subprogram, etc.
Furthermore, the terms "first," "second," and the like may be used herein to describe various orientations, actions, steps, elements, or the like, but the orientations, actions, steps, or elements are not limited by these terms. These terms are only used to distinguish one direction, action, step or element from another direction, action, step or element. For example, the first speed difference may be referred to as a second speed difference, and similarly, the second speed difference may be referred to as a first speed difference, without departing from the scope of the present application. The first speed difference and the second speed difference are both speed differences, but they are not the same speed difference. The terms "first", "second", etc. are not to be construed as indicating or implying relative importance or implicitly indicating the number of technical features indicated. Thus, a feature defined as "first" or "second" may explicitly or implicitly include one or more of that feature. In the description of the present invention, "a plurality" means at least two, e.g., two, three, etc., unless specifically limited otherwise.
Example one
Fig. 1 is a flowchart of base station fingerprint database data source supplement provided in an embodiment of the present invention, where the embodiment is applicable to base station fingerprint database data source supplement, and the method specifically includes the following steps:
s110, the control target application simultaneously acquires the position information and the wireless network signaling information of the user according to a preset time threshold interval;
in this embodiment, the target application is a data acquisition APP. The acquisition of the location information may be located by AGPS. Unlike ordinary GPS, AGPS has an auxiliary server in the system. In AGPS networks, the receiver often communicates with an auxiliary server with higher power and accesses the network because the receiver cannot achieve the desired positioning effect due to the operating power and geographical location of the receiver. The preset time threshold interval is the frequency of acquiring the user location information by the target application, and may be, for example, within 1s, for example, 1s, and may provide more accurate location information. The wireless network signaling information is data collected based on the data collection APP, and may include: the signal intensity of the service cell, the voice quality, the signal intensity indication Ec and the signal quality indication Ec/Io of the adjacent cell, the signaling process of switching and accessing, the cell identification code, the area identification code, the service establishing success rate, the switching proportion, the average throughput rate of the uplink and the downlink, the geographic position of the mobile phone, the call management, the mobile management \ the service establishing delay and the like.
S120, extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning;
in this embodiment, MR fingerprint localization is derived from database localization, which requires the creation of a fingerprint database in advance, in which discrete signal strengths and location coordinates are stored. Because the multipath propagation of the wireless signal is greatly influenced by the environment, the multipath signal characteristics at different positions are different, and strong specificity is presented, and the multipath signal characteristics at the same position theoretically have uniqueness. The fingerprint positioning technology is to fully utilize the characteristic of wireless signal space propagation, combine the characteristic with position information and use the signal intensity containing the position information as a fingerprint in a database. And acquiring wireless signals at the to-be-positioned points in the same environment, matching the wireless signal strength with the fingerprints in the database, and finding out the most similar result for positioning. The positioning precision of fingerprint matching is related to the accuracy of the working parameters, the size of the fingerprint, the matching algorithm and other factors. The field information may include latitude and longitude information in the location information and data information required for MR fingerprint-based positioning in the wireless network signaling information, and may include, for example: a serving cell ID, a serving cell signal strength, a neighbor PCI, a neighbor Earfcn, a neighbor signal strength, and the like.
And S130, uploading the field information to a positioning server to supplement a base station fingerprint database data source.
In this embodiment, due to the limitation of user behaviors, MR data carrying AGPS information in the database source of the base station fingerprint database is mainly distributed in urban main roads, and some small roads, parks, and residential areas are only covered by sporadic MR data points carrying AGPS information. According to the scheme, the field information extracted in the step 120 is uploaded to a server to be positioned, which is equivalent to the uploading of MR data carrying AGPS information, and the position of the MR data is not limited to a trunk channel alone, and the MR data can be stored in a base station fingerprint database to enrich the data source of the base station fingerprint database.
According to the technical scheme of the embodiment of the invention, the position information and the wireless network signaling information of a user are simultaneously acquired by a control target application according to a preset time threshold interval; extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning; the field information is uploaded to a positioning server to supplement a base station fingerprint database data source, the problem that MR sample points carrying AGPS information in a base station fingerprint database are not uniformly distributed is solved, and the effect of enriching the base station fingerprint database data source is achieved.
Example two
Fig. 2 is a flowchart of a base station fingerprint database data source supplementing method according to a second embodiment of the present invention, which is further optimized based on the above-mentioned embodiment, and specifically includes:
s210, the control target application simultaneously acquires the position information and the wireless network signaling information of the user according to a preset time threshold interval;
in this embodiment, the target application is a data acquisition APP. The acquisition of the location information may be located by AGPS. The preset time threshold interval is the frequency of obtaining the user position information by the target application. The wireless network signaling information is data acquired based on the data acquisition APP.
S220, calculating the movement mileage data of the user according to the position information;
in this embodiment, according to the position information obtained in step 210, the server may calculate the walking distance of the user per second according to the longitude and latitude data of the position points of the user in the second before and after the user, and obtain the movement mileage data by accumulating according to the walking distance per second.
And S230, if the moving mileage data reaches a preset mileage threshold value, providing rewards for the user.
In this embodiment, in order to ensure that the acquired data at least covers areas without AGPS MR data, such as residential areas, parks, campuses, etc., it is necessary to arrange testers to test in these areas regularly, but this is very costly. The scheme can give the user reward according to the walking mileage in the target application, and exemplarily, if the exercise mileage data reaches 1 kilometer, a certain red packet reward is given, so that a large number of users can be attracted to use, and the data source of the base station fingerprint database is increased. The test target application can also be downloaded and installed to cleaners who are specially engaged in cleaning work in the areas, and the data collection can be completed by opening the target application when the cleaners are regularly doing cleaning work every day without influencing the cleaning work of the cleaners. In this embodiment, the mileage of movement is a nonrepetitive mileage, and the distance of the repeat position is subtracted from the position information. Furthermore, the preset mileage thresholds are multiple, and the multiple preset mileage thresholds correspond to multiple rewards.
In this embodiment, the preset mileage threshold may be divided into multiple levels of mileage thresholds corresponding to different levels of reward standards, for example, if the exercise mileage data reaches 1 km, 1 yuan is rewarded; awarding 3 yuan if the moving mileage data reaches 3 kilometers; if the data of the sport mileage reaches 5 km, 5 elements are rewarded, which is not limited herein.
And S240, calculating the number of steps of the user according to the preset step pitch.
In this embodiment, the preset step distance is a distance of one step of a normal adult, and the step number of the user can be calculated according to the correspondence between the exercise mileage and the preset step distance. Alternatively, it may be determined whether the user is in a walking or riding state based on the position moving speed. Further, after the step number of the user is calculated according to the preset step distance, the method further includes: displaying the athletic mileage data and the step count on the target application.
In this embodiment, after the walking steps of the user are calculated according to the exercise mileage and the preset steps, an option may be added to the display interface of the target application to click and view the exercise mileage and the steps of the user.
S250, extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning;
in this embodiment, the field information may include longitude and latitude information in the location information and data information required for MR fingerprint-based positioning in the wireless network signaling information.
And S260, uploading the field information to a positioning server to supplement a base station fingerprint database data source.
In this embodiment, the field information extracted in step 270 is uploaded to a server to be located, which is equivalent to uploading MR data carrying AGPS information, and the location of the field information is not limited to the trunk, and the field information can be stored in the base station fingerprint database to enrich the base station fingerprint database data source.
Further, before uploading the field information to the location server to supplement the base station fingerprint database data source, the method further includes: and performing data cleaning on the field information.
In this embodiment, the data cleansing means a last procedure for finding and correcting an identifiable error in a data file, and includes checking data consistency, processing invalid values and missing values, and the like. Because the data in the data warehouse is a collection of data oriented to a certain subject, the data is extracted from a plurality of business systems and contains historical data, so that the condition that some data are wrong data and some data conflict with each other is avoided, and the wrong or conflicting data are obviously unwanted and are called as 'dirty data'. We need to "wash" dirty data according to certain rules, which is data washing. In the embodiment, data irrelevant to MR data is cleaned from acquired data information.
Further, the fingerprint database data source comprises data extracted based on MR data carrying location information.
In this embodiment, the MR data reported in the service process of the common user is extracted to use the MR data carrying AGPS information as a fingerprint database data source, the MR data carrying AGPS information collected in this way is unevenly distributed, mainly covering the main road, but there is no such data in areas such as residential areas, campuses, parks, etc., and the MR data user autonomously reports to the network base station side and can be extracted from the network management platform of the base station side through the operator.
According to the technical scheme of the embodiment, the position information and the wireless network signaling information of the user are simultaneously acquired by the control target application according to the preset time threshold interval; counting the movement mileage data of the user according to the position information; if the moving mileage data reaches a preset mileage threshold value, providing rewards for the user; calculating the number of steps of the user according to a preset step pitch; extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning; the field information is uploaded to a positioning server to supplement a base station fingerprint database data source, so that the problem that the periodic testing cost of testers in areas such as residential areas, parks and campuses is very high is solved, and the effect of saving the data acquisition cost is achieved.
EXAMPLE III
Fig. 3 is a schematic structural diagram of a base station fingerprint database data source supplement device 300 according to a third embodiment of the present invention, which is applicable to base station fingerprint database data source supplement, and has a specific structure as follows:
the data acquisition module 310 is configured to control the target application to simultaneously acquire the location information of the user and the wireless network signaling information according to a preset time threshold interval;
an information extraction module 320, configured to extract field information in the location information and the wireless network signaling information, where the field information is data information required for MR-based fingerprint positioning;
and a fingerprint database supplementing module 330, configured to upload the field information to the location server to supplement a base station fingerprint database data source.
Further, the device 300 further comprises a mileage statistics module and a step counting module,
the mileage counting module is used for counting the moving mileage data of the user according to the position information;
the step counting module is used for calculating the step number of the user according to the preset step distance.
Further, the apparatus 300 further comprises a step counting display module for displaying the mileage data and the step number on the target application.
Further, the apparatus 300 further comprises a reward module for providing a reward to the user if the athletic mileage data reaches a preset mileage threshold.
Furthermore, the preset mileage thresholds are multiple, and the multiple preset mileage thresholds correspond to multiple rewards.
Further, the apparatus 300 further includes a data cleansing module, configured to perform data cleansing on the field information.
Further, the fingerprint database data source comprises data extracted based on MR data carrying location information.
The base station fingerprint database data source supplementing device 300 provided by the embodiment of the present invention can perform the base station fingerprint database data source supplementing method provided by the foregoing embodiment, and has corresponding functional modules and beneficial effects of the performing method.
Example four
Fig. 4 is a schematic structural diagram of a server according to a fourth embodiment of the present invention. FIG. 4 illustrates a block diagram of an exemplary server 412 suitable for use in implementing embodiments of the present invention. The server 412 shown in fig. 4 is only an example and should not bring any limitations to the function and scope of use of the embodiments of the present invention.
As shown in FIG. 4, server 412 is in the form of a general purpose server. Components of server 412 may include, but are not limited to: one or more processors 416, a storage device 428, and a bus 418 that couples the various system components including the storage device 428 and the processors 416.
Bus 418 represents one or more of any of several types of bus structures, including a memory device bus or memory device controller, a peripheral bus, an accelerated graphics port, and a processor or local bus using any of a variety of bus architectures. By way of example, such architectures include, but are not limited to, Industry Standard Architecture (ISA) bus, Micro Channel Architecture (MAC) bus, enhanced ISA bus, Video Electronics Standards Association (VESA) local bus, and Peripheral Component Interconnect (PCI) bus.
Server 412 typically includes a variety of computer system readable media. Such media can be any available media that is accessible by server 412 and includes both volatile and nonvolatile media, removable and non-removable media.
Storage 428 may include computer system readable media in the form of volatile Memory, such as Random Access Memory (RAM) 430 and/or cache Memory 432. The terminal 412 may further include other removable/non-removable, volatile/nonvolatile computer system storage media. By way of example only, storage system 434 may be used to read from and write to non-removable, nonvolatile magnetic media (not shown in FIG. 4, commonly referred to as a "hard drive"). Although not shown in FIG. 4, a magnetic disk drive for reading from and writing to a removable, nonvolatile magnetic disk (e.g., a "floppy disk") and an optical disk drive for reading from or writing to a removable, nonvolatile optical disk such as a Compact disk Read-Only Memory (CD-ROM), Digital Video disk Read-Only Memory (DVD-ROM) or other optical media may be provided. In these cases, each drive may be connected to bus 418 by one or more data media interfaces. Storage 428 may include at least one program product having a set (e.g., at least one) of program modules that are configured to carry out the functions of embodiments of the invention.
A program/utility 440 having a set (at least one) of program modules 442 may be stored, for instance, in storage 428, such program modules 442 including, but not limited to, an operating system, one or more application programs, other program modules, and program data, each of which examples or some combination thereof may comprise an implementation of a network environment. The program modules 442 generally perform the functions and/or methodologies of the described embodiments of the invention.
The server 412 may also communicate with one or more external devices 414 (e.g., keyboard, pointing terminal, display 424, etc.), with one or more terminals that enable a user to interact with the server 412, and/or with any terminals (e.g., network card, modem, etc.) that enable the server 412 to communicate with one or more other computing terminals. Such communication may occur via input/output (I/O) interfaces 422. Further, server 412 may communicate with one or more networks (e.g., a Local Area Network (LAN), Wide Area Network (WAN), and/or a public Network such as the Internet) via Network adapter 420. As shown in FIG. 4, network adapter 420 communicates with the other modules of server 412 via bus 418. It should be appreciated that although not shown in the figures, other hardware and/or software modules may be used in conjunction with the server 412, including but not limited to: microcode, end drives, Redundant processors, external disk drive Arrays, RAID (Redundant Arrays of Independent Disks) systems, tape drives, and data backup storage systems, among others.
The processor 416 executes programs stored in the storage device 428 to perform various functional applications and data processing, for example, implement a method for supplementing a base station fingerprint database data source provided by any embodiment of the present invention, which may include:
the control target application simultaneously acquires the position information of the user and the wireless network signaling information according to a preset time threshold interval;
extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning;
and uploading the field information to a positioning server to supplement a base station fingerprint database data source.
EXAMPLE five
An embodiment of the present invention further provides a computer-readable storage medium, on which a computer program is stored, where the computer program, when executed by a processor, implements a method for supplementing a base station fingerprint database according to any embodiment of the present invention, where the method includes:
the control target application simultaneously acquires the position information of the user and the wireless network signaling information according to a preset time threshold interval;
extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning;
and uploading the field information to a positioning server to supplement a base station fingerprint database data source.
The computer-readable storage media of embodiments of the invention may take any combination of one or more computer-readable media. The computer readable medium may be a computer readable signal medium or a computer readable storage medium. A computer readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the foregoing. More specific examples (a non-exhaustive list) of the computer readable storage medium would include the following: an electrical connection having one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing. In the context of this document, a computer readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device.
A computer readable signal medium may include a propagated data signal with computer readable program code embodied therein, for example, in baseband or as part of a carrier wave. Such a propagated data signal may take many forms, including, but not limited to, electro-magnetic, optical, or any suitable combination thereof. A computer readable signal medium may also be any computer readable medium that is not a computer readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device.
Program code embodied on a storage medium may be transmitted using any appropriate medium, including but not limited to wireless, wireline, optical fiber cable, RF, etc., or any suitable combination of the foregoing.
Computer program code for carrying out operations for aspects of the present invention may be written in any combination of one or more programming languages, including an object oriented programming language such as Java, Smalltalk, C + + or the like and conventional procedural programming languages, such as the "C" programming language or similar programming languages. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or terminal. In the case of a remote computer, the remote computer may be connected to the user's computer through any type of network, including a Local Area Network (LAN) or a Wide Area Network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet service provider).
It is to be noted that the foregoing is only illustrative of the preferred embodiments of the present invention and the technical principles employed. It will be understood by those skilled in the art that the present invention is not limited to the particular embodiments described herein, but is capable of various obvious changes, rearrangements and substitutions as will now become apparent to those skilled in the art without departing from the scope of the invention. Therefore, although the present invention has been described in greater detail by the above embodiments, the present invention is not limited to the above embodiments, and may include other equivalent embodiments without departing from the spirit of the present invention, and the scope of the present invention is determined by the scope of the appended claims.

Claims (10)

1. A method for supplementing a data source of a fingerprint database of a base station is characterized by comprising the following steps:
the control target application simultaneously acquires the position information of the user and the wireless network signaling information according to a preset time threshold interval;
extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning;
and uploading the field information to a positioning server to supplement a base station fingerprint database data source.
2. The method for supplementing the database source of the bs fingerprint database according to claim 1, wherein after the control target application simultaneously collects the location information of the user and the wireless network signaling information according to a preset time threshold interval, the method further comprises:
counting the movement mileage data of the user according to the position information;
and calculating the number of steps of the user according to the preset step pitch.
3. The method for supplementing database source of fingerprint database of base station according to claim 2, wherein after said calculating the number of steps of user according to the preset step distance, further comprising:
displaying the athletic mileage data and the step count on the target application.
4. The method for supplementing database data source of base station fingerprint according to claim 2, further comprising, after said counting the mileage data of the user according to the location information:
and providing a reward for the user if the moving mileage data reaches a preset mileage threshold.
5. The method as claimed in claim 4, wherein the predetermined mileage threshold is plural, and plural predetermined mileage thresholds correspond to plural rewards.
6. The method for supplementing the database source of the base station fingerprint database according to claim 1, wherein before uploading the field information to the positioning server to supplement the database source of the base station fingerprint database, the method further comprises:
and performing data cleaning on the field information.
7. The method of claim 1, wherein the fingerprint database data source comprises data extracted based on MR data carrying location information.
8. A base station fingerprint database data source supplementing apparatus, comprising:
the data acquisition module is used for controlling the target application to simultaneously acquire the position information of the user and the wireless network signaling information according to a preset time threshold interval;
the information extraction module is used for extracting field information in the position information and the wireless network signaling information, wherein the field information is data information required by MR fingerprint positioning;
and the fingerprint database supplementing module is used for uploading the field information to a positioning server so as to supplement a base station fingerprint database data source.
9. A server, comprising:
one or more processors;
a storage device for storing one or more programs,
when executed by the one or more processors, cause the one or more processors to implement the base station fingerprint database data source supplementing method of any one of claims 1-7.
10. A computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out a method of supplementing a base station fingerprint database data source according to any one of claims 1 to 7.
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CN111624635A (en) * 2020-05-21 2020-09-04 北京红山信息科技研究院有限公司 Positioning method, system, server and storage medium of mobile terminal
CN112218330A (en) * 2020-11-19 2021-01-12 中国联合网络通信集团有限公司 Positioning method and communication device
CN113347634A (en) * 2021-08-04 2021-09-03 中国科学院信息工程研究所 4G and 5G air interface attack detection method based on signal and signaling fingerprint

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