CN109286902B - Method and device for acquiring pedestrian volume of scenic spot tourists - Google Patents

Method and device for acquiring pedestrian volume of scenic spot tourists Download PDF

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Publication number
CN109286902B
CN109286902B CN201811379046.3A CN201811379046A CN109286902B CN 109286902 B CN109286902 B CN 109286902B CN 201811379046 A CN201811379046 A CN 201811379046A CN 109286902 B CN109286902 B CN 109286902B
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terminal
scenic spot
signaling
acquiring
determining
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CN109286902A (en
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胡鹏
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China United Network Communications Group Co Ltd
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China United Network Communications Group Co Ltd
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    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02—Services making use of location information
    • H04W4/029—Location-based management or tracking services
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/08—Testing, supervising or monitoring using real traffic
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02—Services making use of location information
    • H04W4/021—Services related to particular areas, e.g. point of interest [POI] services, venue services or geofences
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02—Services making use of location information
    • H04W4/023—Services making use of location information using mutual or relative location information between multiple location based services [LBS] targets or of distance thresholds

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Telephonic Communication Services (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

The embodiment of the invention provides a method and a device for acquiring the pedestrian volume of scenic spot visitors. The method comprises the following steps: acquiring position signaling for interaction between each base station covered by a scenic spot and a first terminal, wherein the position signaling comprises a resident position and resident time of the first terminal; determining a second terminal of which the residence time length and the path rule in the scenic spot meet preset conditions according to the position signaling; acquiring a third terminal corresponding to a user with the characteristics of the tourist according to an internet access signaling interacted between the second terminal and each base station when the second terminal is positioned in a scenic spot; and determining the flow of the people in the scenic spot according to the residence position and residence time of the third terminal. The embodiment of the invention improves the accuracy of the statistics of the pedestrian volume in the scenic region.

Description

Method and device for acquiring pedestrian volume of scenic spot tourists
Technical Field
The embodiment of the invention relates to a communication technology, in particular to a method and a device for acquiring the pedestrian volume of tourists in a scenic spot.
Background
With the continuous development of the tourism industry, managers in the tourism industry often want to be able to further plan scenic spots according to the pedestrian volume in the scenic spots, so the statistics of the pedestrian volume of tourists in the scenic spots is very important.
In the prior art, when people flow statistics of scenic spot visitors is performed, a Global Positioning System (GPS) of a terminal is usually used to obtain a position of the terminal, and then latitude and longitude ranges of the scenic spot are defined so as to realize screening of the scenic spot visitors and further obtain people flow of the scenic spot visitors.
However, when the terminal of the tourist does not turn on the GPS, the position of the tourist cannot be acquired, and thus the accuracy of the people flow statistics of the tourist in the scenic spot is low.
Disclosure of Invention
The embodiment of the invention provides a method and a device for acquiring the pedestrian volume of scenic spot visitors, which aim to solve the problem of low accuracy of the pedestrian volume statistics of the scenic spot visitors.
In a first aspect, an embodiment of the present invention provides a method for obtaining a pedestrian volume of a scenic spot visitor, including:
acquiring position signaling for interaction between each base station covered by a scenic spot and a first terminal, wherein the position signaling comprises a resident position and resident time of the first terminal;
determining a second terminal of which the residence time length and the path rule in the scenic spot meet preset conditions according to the position signaling;
acquiring a third terminal corresponding to a user with the characteristics of tourists according to internet surfing signaling interacted between the second terminal and each base station when the second terminal is positioned in the scenic spot;
and determining the flow of the people in the scenic spot according to the residence position and residence time of the third terminal.
In one possible design, the determining, according to the location signaling, a second terminal whose residence time in the scenic spot and a path rule meet preset conditions includes:
determining a candidate second terminal of which the residence time length of the core scenery spot corresponding to the core base station exceeds a preset time length according to the position signaling;
and determining the second terminal with the path rule meeting the preset condition in the scenic spot according to the position signaling of the interaction between the candidate second terminal and other base stations in the scenic spot.
In a possible design, the determining, according to the location signaling that the candidate second terminal interacts with other base stations in the scenic spot, a second terminal whose path rule in the scenic spot meets a preset condition includes:
and determining the second terminals interacted with a preset number of other base stations as the second terminals of which the path rules in the scenic spot meet preset conditions according to the position signaling of the interaction between the candidate second terminals and the other base stations in the scenic spot.
In a possible design, the obtaining, according to the internet access signaling that the second terminal interacts with each of the base stations when the second terminal is located in the scenic spot, a third terminal corresponding to a user with a visitor feature includes:
acquiring application program types corresponding to internet surfing signaling interacted with the base stations when the second terminal is located in the scenic spot and time used by the application programs of the types;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the type of the application program corresponding to the internet access signaling and the duration used by each type of application program.
In a possible design, the obtaining, according to the type of the application program corresponding to the internet access signaling and the duration used by each type of application program, a third terminal corresponding to a user with a guest feature includes:
taking the type of the application program corresponding to the internet access signaling and the duration used by each type of application program as the input of a clustering model, and acquiring a classification result output by the clustering model;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the classification result output by the clustering model.
In one possible design, the application type includes at least one of communication, photography, navigation, shopping, search, or others.
In one possible design, the determining the scenic spot traffic according to the residence position and residence time of the third terminal includes:
acquiring third terminals residing at the same target position according to the residing position and the residing time of each third terminal;
and determining the pedestrian volume of the scenic spot corresponding to each target position in the scenic spot at different time according to the residence time of each third terminal residing at the target position.
In a second aspect, an embodiment of the present invention provides a device for acquiring a pedestrian volume of a scenic spot visitor, including:
an obtaining module, configured to obtain a location signaling for interaction between each base station covered by a scenic spot and a first terminal, where the location signaling includes a residence location and residence time of the first terminal;
the determining module is used for determining a second terminal of which the residence time length and the path rule in the scenic spot meet preset conditions according to the position signaling;
the acquisition module is further used for acquiring a third terminal corresponding to a user with a tourist characteristic according to internet access signaling interacted between the second terminal and each base station when the second terminal is located in the scenic spot;
and the determining module is further used for determining the flow of the people in the scenic spot according to the residence position and the residence time of the third terminal.
In one possible design, the determining module is specifically configured to:
determining a candidate second terminal of which the residence time length of the core scenery spot corresponding to the core base station exceeds a preset time length according to the position signaling;
and determining the second terminal with the path rule meeting the preset condition in the scenic spot according to the position signaling of the interaction between the candidate second terminal and other base stations in the scenic spot.
In one possible design, the determining module is specifically configured to:
and determining the second terminals interacted with a preset number of other base stations as the second terminals of which the path rules in the scenic spot meet preset conditions according to the position signaling of the interaction between the candidate second terminals and the other base stations in the scenic spot.
In one possible design, the obtaining module is specifically configured to:
acquiring application program types corresponding to internet surfing signaling interacted with the base stations when the second terminal is located in the scenic spot and time used by the application programs of the types;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the type of the application program corresponding to the internet access signaling and the duration used by each type of application program.
In one possible design, the obtaining module is specifically configured to:
taking the type of the application program corresponding to the internet access signaling and the duration used by each type of application program as the input of a clustering model, and acquiring a classification result output by the clustering model;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the classification result output by the clustering model.
In one possible design, the application type includes at least one of communication, photography, navigation, shopping, search, or others.
In one possible design, the determining module is specifically configured to:
acquiring third terminals residing at the same target position according to the residing position and the residing time of each third terminal;
and determining the pedestrian volume of the scenic spot corresponding to each target position in the scenic spot at different time according to the residence time of each third terminal residing at the target position.
In a third aspect, an embodiment of the present invention provides a device for acquiring a pedestrian volume of a scenic spot visitor, including:
a memory for storing a program;
a processor for executing the program stored by the memory, the processor being adapted to perform the method as described above in the first aspect and any one of the various possible designs of the first aspect when the program is executed.
In a fourth aspect, an embodiment of the present invention provides a computer-readable storage medium, including instructions, which, when executed on a computer, cause the computer to perform the method as described above in the first aspect and any one of various possible designs of the first aspect.
The embodiment of the invention provides a method and a device for acquiring the pedestrian volume of scenic spot visitors, wherein the method comprises the following steps: and acquiring position signaling for interaction between each base station covered by the scenic spot and the first terminal, wherein the position signaling comprises the resident position and the resident time of the first terminal. And determining a second terminal of which the residence time in the scenic spot and the path rule meet preset conditions according to the position signaling. And acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the internet access signaling interacted with each base station when the second terminal is positioned in the scenic spot. And determining the flow of the people in the scenic spot according to the residence position and residence time of the third terminal. The position of the terminal equipment is determined through the position of the base station, so that the continuity of tourist position signaling statistics can be guaranteed, and the first terminal is screened through the preset conditions and the internet signaling to further determine the tourists, so that the accuracy of the tourist flow statistics of the scenic area is improved.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings needed to be used in the description of the embodiments or the prior art will be briefly introduced below, and it is obvious that the drawings in the following description are some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to these drawings without creative efforts.
Fig. 1 is a system schematic view of a method for acquiring a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention;
fig. 2 is a first flowchart of a method for acquiring a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention;
fig. 3 is a second flowchart of a method for obtaining a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention;
fig. 4 is a user classification diagram of a method for obtaining a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention;
fig. 5 is a schematic view of a visitor path rule of a method for acquiring a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention;
fig. 6 is a schematic structural diagram of a passenger flow rate obtaining device for visitors in a scenic region according to an embodiment of the present invention;
fig. 7 is a schematic hardware structure diagram of a device for acquiring a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are some, but not all, embodiments of the present invention. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Fig. 1 is a schematic system diagram of a method for acquiring a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention, and referring to fig. 1, the system includes a base station 101, a terminal device 102, and a server 103, where the terminal device 102 interacts with the base station 101 through a Wireless network, and the Wireless network may be a 2G network, a 3G network, a 4G network, or a 5G network, a Wireless Fidelity (WIFI) network, and the like. The embodiment of the present invention does not limit the specific type or specific form of the wireless network, as long as it can implement the function of interaction between the base station and the terminal device.
In this embodiment, the Base Station 101 may be a device for communicating with the terminal device 102, for example, a Base Transceiver Station (BTS) in a Global System for Mobile Communications (GSM) System or a Code Division Multiple Access (CDMA) System, a Base Station (NodeB, NB) in a Wideband Code Division Multiple Access (WCDMA) System, an evolved Node B (eNB, or eNodeB) in a Long Term Evolution (Long Term Evolution, LTE) System, a transmission point (TRP) or a next generation Node B (gennb) in a new radio, NR) network, or a Base Station 101 may be a Base Station in a network fused with other technologies. It should be noted that, when the scheme of the embodiment of the present invention is applied to a 5G system or other systems that may appear in the future, names of a base station and a terminal device may change, but this does not affect the implementation of the scheme of the embodiment of the present invention.
Optionally, the Terminal device 102(Terminal device) includes, but is not limited to, a Mobile Terminal (Mobile Terminal), a Mobile phone (Mobile Telephone), a handset (handset), a portable device (portable equipment), and the like, and the Terminal device may communicate with one or more core networks via a Radio Access Network (RAN), for example, the Terminal device may be a Mobile phone (or referred to as a "cellular" phone), a computer with a wireless communication function, and the like, and the Terminal device may also be a computer with a wireless transceiving function, a Virtual Reality (VR) Terminal device, an Augmented Reality (AR) Terminal device, and the like. Terminals can be called different names in different networks, for example: user equipment, mobile stations, subscriber units, stations, cellular telephones, personal digital assistants, wireless communication devices, handheld devices, laptop computers, cordless telephones, wireless local loop stations, and the like. For convenience of description, the terminal device is simply referred to in the application.
The base station 101 may obtain data of the terminal device 102, for example, may obtain access data of the terminal device 102, and may also obtain internet access data of the terminal device 102, for example, and the data obtained by the base station is not particularly limited in the embodiment of the present invention. Specifically, when the terminal device 102 accesses the base station 101, the base station 101 may record access time of the terminal device 102 and internet access data after the access, for example, a record of an access webpage, an internet access record of mobile phone software, and the like, where the base station 101 may store the acquired data of the terminal device 102.
Further, the server 103 may obtain data stored in the base station 101 and perform operations such as data storage and data processing, and may also receive an instruction sent by the base station 101 and perform corresponding processing according to a logical judgment. The server 103 may also transmit data or transmit instructions to the base station 101, and the base station 101 performs operations related to data storage, data processing, and instruction execution.
Optionally, the system provided in this embodiment may further include a Radio Network Controller (RNC), where the RNC is a main Network element in a third-generation wireless Network, and is a component of an access Network, and is mainly used for managing and controlling a plurality of base stations under deployment, in this embodiment, the base station 101 may store the acquired data of the terminal device 102 in the RNC, and further, the server 103 acquires required data from the RNC for further processing, and a manner of acquiring data by the server 103 is not particularly limited in the embodiment of the present invention.
Based on the data of the terminal device acquired by the system, the data is analyzed and processed to complete the acquisition of the visitor flow of the scenic spot, and the method for acquiring the visitor flow of the scenic spot visitors provided by the embodiment of the invention is described in detail below with reference to fig. 2.
Fig. 2 is a first flowchart of a method for obtaining a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention. As shown in fig. 2, the method includes:
s201, acquiring interactive position signaling between each base station covered by the scenic spot and the first terminal, wherein the position signaling comprises the resident position and the resident time of the first terminal.
Specifically, the base stations covered by the scenic spot are used for providing services for the scenic spot and the terminal devices around the scenic spot, wherein each base station has a respective coverage area, and the coverage areas of the base stations may be crossed.
Further, the first terminal refers to a terminal device that performs communication and network interaction through each base station under each base station covered by the scenic spot, in this embodiment, all terminal devices accessing each base station covered by the scenic spot belong to the first terminal, and the first terminal is not particularly limited in the embodiment of the present invention.
In this embodiment, the signaling data exchanged between each base station and the first terminal may be, for example, a time point when the first terminal accesses the base station, may also be, for example, a duration when the first terminal accesses the terminal, and may also be, for example, internet access data generated by the first terminal through the accessed base station, which is not limited in this embodiment of the present invention.
Further, a location signaling interacting between the base station and the first terminal is obtained, where the location signaling is used to indicate a location of the first terminal, and specifically, the location signaling includes a location where the first terminal resides and a residence time, where the residence location may be determined according to a location of the base station to which the first terminal accesses, and as long as the first terminal is within a coverage area of the base station to which the first terminal accesses, the location of the first terminal may be determined according to the location of the base station, and further, the residence time may be determined according to a time when the first terminal accesses the base station and a time when the first terminal leaves the base station, which is not particularly limited in the embodiment of the present invention.
S202, according to the position signaling, determining a second terminal of which the residence time and the path rule in the scenic spot meet preset conditions.
In this embodiment, the range of the scenic spot is usually large, so a plurality of base stations are usually arranged in the scenic spot range, the location where the first terminal resides can be determined according to the location of each base station, and further, the path rule of the first terminal can be determined according to the location where the first terminal resides.
Assuming that the base station A, B, C exists in a certain scenic spot, and the first terminal firstly accesses the base station a, secondly accesses the base station B, and then accesses the base station a again, the residence position of the first terminal can be determined according to the positions of the base station a and the base station B, so as to determine the path rule of the first terminal.
Further, the residence time of the first terminal may be determined according to the location signaling, and the terminal whose residence time in the scenic spot and the path rule meet the preset condition is determined to be the second terminal, because the visitor mainly visits scenic spots with higher popularity when visiting the scenic spot, the preset condition of the path rule may be that the number of named scenic spots in the scenic spot included in the path of the terminal device is greater than the preset number, for example, the preset number is not particularly limited in the embodiment of the present invention.
Further, when a visitor visits a scenic spot, the visitor often visits various places in the scenic spot for the purpose of going out, so the preset condition of the path rule may be that the coverage of the path of the terminal device to various parts in the scenic spot is larger than the preset coverage, for example, and the preset coverage is not particularly limited in the embodiment of the present invention.
In this embodiment, the preset condition of the residence time duration may be, for example, that the residence time duration in the core scenic spot is greater than the preset time duration, because a part of resident population still exists in the scenic spot, the preset condition of the residence time duration may also be, for example, that the residence time duration in the scenic spot is less than the preset time duration, and the preset time duration is not particularly limited in the embodiment of the present invention.
The above are exemplary descriptions, wherein the residence time may also be combined with the path rule to form a preset condition, for example, the number of named scenic spots in a scenic spot included in the path of the terminal device may be greater than a preset number, and the residence time at each scenic spot is less than the preset time. The preset conditions are not particularly limited in the embodiments of the present invention, and those skilled in the art can understand that the preset conditions can be set according to actual situations.
And S203, acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the internet access signaling interacted between the second terminal and each base station when the second terminal is positioned in the scenic spot.
Furthermore, when using the internet, the terminal device in the scenic spot range needs to perform interaction of internet access signaling with each base station, wherein each base station in the scenic spot range can record the internet access signaling of the terminal device, and the recorded content can be, for example, that a certain terminal device accesses a certain webpage at a certain specific time point.
In this embodiment, the third terminal corresponding to the user with the guest feature is obtained according to the recorded internet access signaling of the second terminal, where the guest feature may be, for example, more internet access signaling for communication, or more internet access signaling for photography or navigation.
And S204, determining the flow of the people in the scenic spot according to the residence position and residence time of the third terminal.
In the embodiment of the present invention, it is determined that the user corresponding to the third terminal is a visitor, and further, the traffic of the scenic spot is determined according to the residence position and residence time of the third terminal, where the specific manner of determining may be, for example, determining the traffic of a core scenic spot in a certain specific time period, or determining the traffic of the whole scenic spot in a certain day, and the like.
The method for acquiring the pedestrian volume of the scenic spot tourists provided by the embodiment of the invention comprises the following steps: and acquiring position signaling for interaction between each base station covered by the scenic spot and the first terminal, wherein the position signaling comprises the resident position and the resident time of the first terminal. And determining a second terminal of which the residence time in the scenic spot and the path rule meet preset conditions according to the position signaling. And acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the internet access signaling interacted with each base station when the second terminal is positioned in the scenic spot. And determining the flow of the people in the scenic spot according to the residence position and residence time of the third terminal. The position of the terminal equipment is determined through the position of the base station, so that the continuity of tourist position signaling statistics can be guaranteed, and the first terminal is screened through the preset conditions and the internet signaling to further determine the tourists, so that the accuracy of the tourist flow statistics of the scenic area is improved.
On the basis of the above embodiment, the following describes in detail a people flow rate obtaining method for visitors in a scenic spot according to an embodiment of the present invention with reference to fig. 3 to 5. Fig. 3 is a second flowchart of the method for obtaining the pedestrian volume of the scenic spot visitors according to the embodiment of the present invention, fig. 4 is a schematic view of user classification of the method for obtaining the pedestrian volume of the scenic spot visitors according to the embodiment of the present invention, and fig. 5 is a schematic view of a visitor path rule of the method for obtaining the pedestrian volume of the scenic spot visitors according to the embodiment of the present invention.
As shown in fig. 3, the method includes:
s301, acquiring position signaling for interaction between each base station covered by the scenic spot and the first terminal, wherein the position signaling comprises the resident position and the resident time of the first terminal.
The implementation manner of S301 is similar to that of S201, and is not described herein again.
Optionally, in this embodiment, the location signaling of the first terminal may be subjected to deduplication processing, specifically, the location signaling may be subjected to deduplication processing according to a physical address of the first terminal, and may also be subjected to deduplication processing according to a residence time and a residence position in the location signaling, for example, a specific implementation manner of deduplication processing in the embodiment of the present invention is not limited.
The efficiency of data processing can be improved by processing the location signaling through de-duplication processing.
S302, according to the position signaling, determining a candidate second terminal of which the residence time length of the core scenic spot corresponding to the core base station exceeds a preset time length.
In this embodiment, the identities of the tourists need to be screened from the users corresponding to all the terminal devices, and the users corresponding to the first terminal under the base station in the scenic spot range may be classified, for example, the users may be classified into resident population, tourists and passerby, and further, for example, the users may be classified into long-term tourism users and short-term tourism users, and the like.
As shown in fig. 4, the users 40 under the base station include a resident 401, visitors 402, and passerby 403, where the resident 401 refers to users who are in the scenic spot for a long time, such as the scenic spot workers, and also such as residents in the scenic spot, because the resident 401 lives in the scenic spot for a long time, there is no visit to the scenic spots in the scenic spot, and the behavior of the resident 401 in the scenic spot is characterized by a fixed and single path rule in the scenic spot, and a long residence time under a fixed base station.
Where the passerby 403 refers to a user passing through the inside or the periphery of the scenic spot, the passerby 403 does not stay in the scenic spot and the periphery thereof for a long time, and thus the behavior characteristic of the passerby 403 is that the route rule in the scenic spot is generally simple and the residence time is short. Further, the purpose of the visitor 402 arriving at the scenic spot is to visit the scenic spot, so the route rule and the residence time after the visitor 402 arrives at the scenic spot is to stay in the sub-scenic spot for a period of time and then go to the next scenic spot, and the route rule covers a wider range of scenic spots, as described below with reference to fig. 5.
As shown in fig. 5, the scenic spot includes a core base station 501 and a secondary base station 502, where the core base station 501 is installed in a core scenic spot, so as to ensure that the usage requirement of the user can be met, as shown in fig. 5, after the route rule of the visitor enters the scenic spot, the visitor stays at a plurality of scenic spots for a certain period of time, and the staying time at the core base station is longer, and fig. 5 is only an exemplary introduction, and the route rule of the visitor is not limited in the embodiment of the present invention.
Specifically, when the first terminals are screened, the residence time of each first terminal is obtained from the core scenic spot of the core base station, and when the residence time of the user in the core scenic spot exceeds the preset time, the user can be determined not to be a visitor, so that the terminal with the residence time exceeding the preset time is determined to be a candidate second terminal.
And S303, according to the position signaling of the interaction between the candidate second terminals and other base stations in the scenic spot, determining the second terminals interacted with a preset number of other base stations as the second terminals of which the path rules in the scenic spot meet preset conditions.
In this embodiment, the candidate second terminal is determined according to the residence time of the core base station of the core attraction, and further, a location instruction for interaction between the candidate second terminal and another base station in the attraction is determined, where the another base station in the attraction may be, for example, another core base station in the attraction, and may also be, for example, a secondary base station in the attraction.
Further, when a visitor visits a scenic spot, the visitor usually visits a plurality of scenic spots for the purpose of travel, and as can be seen from the schematic diagram of the path rule of the visitor in fig. 5, the resident population does not visit the plurality of scenic spots, and therefore it is determined that users corresponding to terminal devices appearing in both the core base station and other base stations in the scenic spot are the visitor, not the resident population.
Specifically, the second terminals which interact with other base stations in the preset number of scenic spots in the candidate second terminals are determined to be the second terminals meeting the preset condition, wherein the preset number can be set according to needs. Taking the preset number of terminals to be 5 as an example, for example, the candidate second terminals include terminal a and terminal B, where terminal a interacts with other base stations in 2 scenic spots, and terminal B interacts with other base stations in 5 scenic spots, and then it is determined that terminal B is the second terminal that satisfies the preset condition.
Optionally, the embodiment of the present invention may further determine that the second terminal that has interacted with more than a preset number of other core base stations is the second terminal that meets the preset condition, which is not specifically limited herein.
S304, acquiring the application program type corresponding to the internet access signaling interacted with each base station when the second terminal is located in the scenic spot and the duration used by each type of application program.
S305, taking the type of the application program corresponding to the internet access signaling and the time length used by each type of application program as the input of the clustering model, and obtaining the classification result output by the clustering model.
Further, the visitor may use the terminal device to access the internet in the scenic spot, so that there is interaction of the internet access signaling with each base station in the scenic spot range, specifically, the specific content of the internet access signaling may be, for example, content of accessing a specific webpage by the terminal device, and may also be, for example, content and duration of using a certain application program for the terminal device, which is not limited in this embodiment of the present invention.
In this embodiment, the application type corresponding to the internet access signaling includes at least one of communication, photography, navigation, shopping, search, and others, where the internet access signaling interacted between the specific second terminal and the base station may be one or more of the above, and the embodiment of the present invention is not limited thereto.
Specifically, the type of the application program corresponding to the internet access signaling interacting with each base station when the second terminal is located in the scenic spot and the duration used by each type of application program are obtained, and the obtained information is used as the input of a clustering model, where the clustering model is a model of clustering analysis, and the clustering analysis refers to an analysis process of grouping a set of physical or abstract objects into a plurality of classes composed of similar objects, and a real clustering model may be, for example, K-means clustering, hierarchical clustering, a maximum expectation algorithm, and the like.
And processing the internet access signaling of the second terminal through the clustering model to obtain a classification result, and then obtaining the classification result output by the clustering model.
And S306, acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the classification result output by the clustering model.
Furthermore, the internet access signaling features of the tourists within the scenic spot range are obvious and mainly include communication, photographing, navigation and the like, so that the tourists can have the largest proportion of classification results corresponding to photographing and the longest duration of the classification results corresponding to navigation.
In this embodiment, it is determined that the user with the characteristics of the visitor corresponds to the third terminal, and the user corresponding to the second and third terminals is the visitor, and the internet access signaling of the second terminal is processed through the clustering model, and the second terminal is further determined, so that the identity of the visitor is further screened, and the accuracy of identity recognition of the visitor is improved.
And S307, acquiring the third terminals residing at the same target position according to the residing positions and the residing time of the third terminals.
Specifically, the base station records a location signaling of each terminal device, where the location signaling includes a residence location and residence time, and further analyzes and processes the residence location and residence time of a third terminal, so as to obtain the third terminal residing at the same target location, where the target location is a location of a current traffic of a person to be counted, where the target location may be, for example, one scenic spot in a scenic spot, or may be, for example, multiple scenic spots in a scenic spot range, or may be, for example, the whole terminal device, which is not particularly limited in this embodiment of the present invention.
And S308, determining the pedestrian volume of the scenic spot corresponding to each target position in the scenic spot at different time according to the residence time of each third terminal residing at the target position.
And further, the residence time of each third terminal residing at the target position is analyzed, so that the number of the third terminals corresponding to the scenic spots corresponding to each target position at different times is determined, and the pedestrian volume of the scenic spots corresponding to each target position in the scenic spot at different times is determined.
The method for acquiring the pedestrian volume of the scenic spot tourists provided by the embodiment of the invention comprises the following steps: and acquiring position signaling for interaction between each base station covered by the scenic spot and the first terminal, wherein the position signaling comprises the resident position and the resident time of the first terminal. And determining a candidate second terminal of which the residence time length of the core scenery spot corresponding to the core base station exceeds the preset time length according to the position signaling. And determining the second terminals interacted with the other base stations in the preset number as the second terminals of which the path rules in the scenic spot meet the preset conditions according to the position signaling of the interaction between the candidate second terminals and the other base stations in the scenic spot. And acquiring the application program type corresponding to the internet access signaling interacted with each base station when the second terminal is positioned in the scenic spot and the duration used by each type of application program. And taking the type of the application program corresponding to the internet access signaling and the duration used by each type of application program as the input of the clustering model, and acquiring the classification result output by the clustering model. And acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the classification result output by the clustering model. And acquiring the third terminals residing at the same target position according to the residing positions and the residing time of the third terminals. And determining the pedestrian volume of the scenic spot corresponding to each target position in the scenic spot at different time according to the residence time of each third terminal residing at the target position. Confirm the second terminal in first terminal through the position signaling, accomplish the preliminary screening to the visitor's identity, further confirm the third terminal through the signaling of surfing the net, realize the accurate screening to the visitor's identity to effectively realize the discernment to the visitor's identity, secondly obtain the flow of people of the sight spot that each target position of scenic spot corresponds at different times according to the position signaling of the third terminal that the visitor corresponds, can be high-efficient and accurate realization to the statistics of the flow of people of scenic spot visitor.
Fig. 6 is a schematic structural diagram of a device for acquiring a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention. As shown in fig. 6, the device 60 for acquiring the flow of people for visitors in the scenic spot includes: an obtaining module 601 and a determining module 602.
An obtaining module 601, configured to obtain a location signaling for interaction between each base station covered by a scenic spot and a first terminal, where the location signaling includes a residence location and residence time of the first terminal;
a determining module 602, configured to determine, according to the location signaling, a second terminal whose residence time in the scenic spot and a path rule meet preset conditions;
the obtaining module 601 is further configured to obtain a third terminal corresponding to a user with a visitor feature according to an internet access signaling that the second terminal interacts with each base station when the second terminal is located in a scenic spot;
the determining module 602 is further configured to determine the flow rate of the people in the scenic spot according to the residence position and the residence time of the third terminal.
Optionally, the determining module 602 is specifically configured to:
determining a candidate second terminal of which the residence time length of the core scenic spot corresponding to the core base station exceeds a preset time length according to the position signaling;
and determining the second terminal with the path rule meeting the preset condition in the scenic spot according to the position signaling of the interaction between the candidate second terminal and other base stations in the scenic spot.
Optionally, the determining module 602 is specifically configured to:
and determining the second terminals interacted with the other base stations in the preset number as the second terminals of which the path rules in the scenic spot meet the preset conditions according to the position signaling of the interaction between the candidate second terminals and the other base stations in the scenic spot.
Optionally, the obtaining module 601 is specifically configured to:
acquiring application program types corresponding to internet surfing signaling interacted with each base station when the second terminal is located in a scenic spot and time used by each type of application program;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the type of the application program corresponding to the internet access signaling and the duration used by each type of application program.
Optionally, the obtaining module 601 is specifically configured to:
the type of the application program corresponding to the internet access signaling and the duration used by each type of application program are used as the input of the clustering model, and the classification result output by the clustering model is obtained;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the classification result output by the clustering model.
Optionally, the application type includes at least one of communication, photography, navigation, shopping, searching, or others.
Optionally, the determining module 602 is specifically configured to:
acquiring third terminals residing at the same target position according to the residing position and the residing time of each third terminal;
and determining the pedestrian volume of the scenic spot corresponding to each target position in the scenic spot at different time according to the residence time of each third terminal residing at the target position.
The apparatus provided in this embodiment may be used to implement the technical solutions of the above method embodiments, and the implementation principles and technical effects are similar, which are not described herein again.
Fig. 7 is a schematic diagram of a hardware structure of a device for acquiring a pedestrian volume of a scenic spot visitor according to an embodiment of the present invention, and as shown in fig. 7, a server 70 according to this embodiment includes: a processor 701 and a memory 702; wherein
A memory 702 for storing computer-executable instructions;
the processor 701 is configured to execute the computer-executable instructions stored in the memory to implement the steps performed by the people flow rate obtaining device for the scenic spot visitors in the above embodiments. Reference may be made in particular to the description relating to the method embodiments described above.
Alternatively, the memory 702 may be separate or integrated with the processor 701.
When the memory 702 is provided separately, the reserved vehicle identifying apparatus further includes a bus 703 for connecting the memory 702 and the processor 701.
An embodiment of the present invention further provides a computer-readable storage medium, where a computer executing instruction is stored in the computer-readable storage medium, and when a processor executes the computer executing instruction, the people flow rate obtaining method for the scenic spot visitors, which is executed by the people flow rate obtaining device for the scenic spot visitors, is implemented.
In the embodiments provided in the present invention, it should be understood that the disclosed apparatus and method may be implemented in other ways. For example, the above-described device embodiments are merely illustrative, and for example, the division of the modules is only one logical division, and other divisions may be realized in practice, for example, a plurality of modules may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, devices or modules, and may be in an electrical, mechanical or other form.
The integrated module implemented in the form of a software functional module may be stored in a computer-readable storage medium. The software functional module is stored in a storage medium and includes several instructions for enabling a computer device (which may be a personal computer, a server, or a network device) or a processor (processor) to execute some steps of the methods according to the embodiments of the present application.
It should be understood that the Processor may be a Central Processing Unit (CPU), other general purpose Processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), etc. A general purpose processor may be a microprocessor or the processor may be any conventional processor or the like. The steps of a method disclosed in connection with the present invention may be embodied directly in a hardware processor, or in a combination of the hardware and software modules within the processor.
The memory may comprise a high-speed RAM memory, and may further comprise a non-volatile storage NVM, such as at least one disk memory, and may also be a usb disk, a removable hard disk, a read-only memory, a magnetic or optical disk, etc.
The bus may be an Industry Standard Architecture (ISA) bus, a Peripheral Component Interconnect (PCI) bus, an Extended ISA (EISA) bus, or the like. The bus may be divided into an address bus, a data bus, a control bus, etc. For ease of illustration, the buses in the figures of the present application are not limited to only one bus or one type of bus.
The storage medium may be implemented by any type or combination of volatile or non-volatile memory devices, such as Static Random Access Memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable programmable read-only memory (EPROM), programmable read-only memory (PROM), read-only memory (ROM), magnetic memory, flash memory, magnetic or optical disks. A storage media may be any available media that can be accessed by a general purpose or special purpose computer.
Those of ordinary skill in the art will understand that: all or a portion of the steps of implementing the above-described method embodiments may be performed by hardware associated with program instructions. The program may be stored in a computer-readable storage medium. When executed, the program performs steps comprising the method embodiments described above; and the aforementioned storage medium includes: various media that can store program codes, such as ROM, RAM, magnetic or optical disks.
Finally, it should be noted that: the above embodiments are only used to illustrate the technical solution of the present invention, and not to limit the same; while the invention has been described in detail and with reference to the foregoing embodiments, it will be understood by those skilled in the art that: the technical solutions described in the foregoing embodiments may still be modified, or some or all of the technical features may be equivalently replaced; and the modifications or the substitutions do not make the essence of the corresponding technical solutions depart from the scope of the technical solutions of the embodiments of the present invention.

Claims (9)

1. A method for acquiring the flow of visitors in a scenic spot is characterized by comprising the following steps:
acquiring position signaling for interaction between each base station covered by a scenic spot and a first terminal, wherein the position signaling comprises a resident position and resident time of the first terminal;
determining a second terminal of which the residence time length and the path rule in the scenic spot meet preset conditions according to the position signaling;
acquiring a third terminal corresponding to a user with the characteristics of tourists according to internet surfing signaling interacted between the second terminal and each base station when the second terminal is positioned in the scenic spot;
determining the flow of people in the scenic spot according to the residence position and residence time of the third terminal;
the obtaining of the third terminal corresponding to the user with the characteristics of the visitor according to the internet access signaling interacted between the second terminal and each base station when the second terminal is located in the scenic spot includes:
acquiring application program types corresponding to internet surfing signaling interacted with the base stations when the second terminal is located in the scenic spot and time used by the application programs of the types;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the type of the application program corresponding to the internet access signaling and the duration used by each type of application program.
2. The method according to claim 1, wherein the determining, according to the location signaling, the second terminal whose residence time in the scenic spot and the path rule satisfy preset conditions comprises:
determining a candidate second terminal of which the residence time length of the core scenery spot corresponding to the core base station exceeds a preset time length according to the position signaling;
and determining the second terminal with the path rule meeting the preset condition in the scenic spot according to the position signaling of the interaction between the candidate second terminal and other base stations in the scenic spot.
3. The method according to claim 2, wherein the determining, according to the location signaling of the candidate second terminal interacting with other base stations in the scenic spot, the second terminal whose path rule in the scenic spot satisfies a preset condition includes:
and determining the second terminals interacted with a preset number of other base stations as the second terminals of which the path rules in the scenic spot meet preset conditions according to the position signaling of the interaction between the candidate second terminals and the other base stations in the scenic spot.
4. The method according to claim 1, wherein the obtaining a third terminal corresponding to a user with a guest feature according to the type of the application program corresponding to the internet access signaling and the duration used by each type of application program comprises:
taking the type of the application program corresponding to the internet access signaling and the duration used by each type of application program as the input of a clustering model, and acquiring a classification result output by the clustering model;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the classification result output by the clustering model.
5. The method of claim 1, wherein the application type comprises at least one of communication, photography, navigation, shopping, searching, or others.
6. The method of claim 1, wherein the determining the scenic spot traffic based on the residence location and residence time of the third terminal comprises:
acquiring third terminals residing at the same target position according to the residing position and the residing time of each third terminal;
and determining the pedestrian volume of the scenic spot corresponding to each target position in the scenic spot at different time according to the residence time of each third terminal residing at the target position.
7. A people flow rate acquisition apparatus for scenic spot visitors, comprising:
an obtaining module, configured to obtain a location signaling for interaction between each base station covered by a scenic spot and a first terminal, where the location signaling includes a residence location and residence time of the first terminal;
the determining module is used for determining a second terminal of which the residence time length and the path rule in the scenic spot meet preset conditions according to the position signaling;
the acquisition module is further used for acquiring a third terminal corresponding to a user with a tourist characteristic according to internet access signaling interacted between the second terminal and each base station when the second terminal is located in the scenic spot;
the determining module is further used for determining the flow of the people in the scenic spot according to the residence position and residence time of the third terminal;
the obtaining module is specifically configured to obtain application program types corresponding to internet access signaling interacting with the base stations when the second terminal is located in the scenic spot and durations used by the application programs of the types;
and acquiring a third terminal corresponding to the user with the characteristics of the tourist according to the type of the application program corresponding to the internet access signaling and the duration used by each type of application program.
8. A people flow acquiring apparatus for scenic spot visitors, comprising:
a memory for storing a program;
a processor for executing the program stored by the memory, the processor being configured to perform the method of any of claims 1 to 7 when the program is executed.
9. A computer-readable storage medium comprising instructions which, when executed on a computer, cause the computer to perform the method of any of claims 1 to 7.
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