CN109286902A - The flow of the people acquisition methods and device of scenic spot tourist - Google Patents
The flow of the people acquisition methods and device of scenic spot tourist Download PDFInfo
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- CN109286902A CN109286902A CN201811379046.3A CN201811379046A CN109286902A CN 109286902 A CN109286902 A CN 109286902A CN 201811379046 A CN201811379046 A CN 201811379046A CN 109286902 A CN109286902 A CN 109286902A
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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
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- 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
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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
- H04W4/021—Services related to particular areas, e.g. point of interest [POI] services, venue services or geofences
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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
- H04W4/023—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)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
- Telephonic Communication Services (AREA)
Abstract
The embodiment of the present invention provides the flow of the people acquisition methods and device of a kind of scenic spot tourist.This method comprises: the position signaling that each base station for obtaining scenic spot covering is interacted with first terminal, position signaling includes the parked position and residence time of first terminal；According to position signaling, determine that resident duration and path rule at scenic spot meet the second terminal of preset condition；According to the online signaling that second terminal is interacted when being located in scenic spot with each base station, the corresponding third terminal of user with tourist characteristic is obtained；According to the parked position and residence time of third terminal, scenic spot flow of the people is determined.The embodiment of the present invention improves the accuracy rate to scenic spot people flow rate statistical.
Description
Technical field
The present embodiments relate to the communication technology more particularly to the flow of the people acquisition methods and device of a kind of scenic spot tourist.
Background technique
With the continuous development of tourism industry, the manager of tourist industry is often desirable to can be according to the flow of the people pair in scenic spot
Scenic spot is further planned, therefore the statistics of the flow of the people of scenic spot tourist is also just particularly important.
The prior art usually passes through the global positioning system of terminal when carrying out the people flow rate statistical of scenic spot tourist
(Global Positioning System, GPS) obtains the position of terminal, draws a circle to approve the longitude and latitude range at scenic spot secondly to reality
Now to the screening of scenic spot tourist, the flow of the people of scenic spot tourist is further obtained.
However, can not then obtain the position of tourist, when the terminal of tourist is not turned on GPS so as to cause scenic spot tourist's
The accuracy rate of people flow rate statistical is lower.
Summary of the invention
The embodiment of the present invention provides the flow of the people acquisition methods and device of a kind of scenic spot tourist, to solve the people of scenic spot tourist
The low problem of traffic statistics accuracy rate.
In a first aspect, the embodiment of the present invention provides the flow of the people acquisition methods of scenic spot tourist a kind of, comprising:
The position signaling that each base station and first terminal for obtaining scenic spot covering interact, the position signaling include described
The parked position and residence time of first terminal；
According to the position signaling, determine that the resident duration and path rule at the scenic spot meet the second of preset condition
Terminal；
According to the online signaling that the second terminal is interacted when being located in the scenic spot with each base station, obtain
The corresponding third terminal of user with tourist characteristic；
According to the parked position and residence time of the third terminal, scenic spot flow of the people is determined.
It is described according to the position signaling in a kind of possible design, it determines on the resident duration at the scenic spot and road
Diameter rule meets the second terminal of preset condition, comprising:
According to the position signaling, determines and be resident the time that duration is more than preset duration at the corresponding core sight spot of core, base station
The second terminal of choosing；
According to the position signaling that other base stations in the second terminal of the candidate and the scenic spot interact, determine in institute
The path rule for stating scenic spot meets the second terminal of preset condition.
In a kind of possible design, other base stations are carried out in the second terminal according to the candidate and the scenic spot
Interactive position signaling determines that the path rule at the scenic spot meets the second terminal of preset condition, comprising:
According to the position signaling that other base stations in the second terminal of the candidate and the scenic spot interact, will with it is default
The second terminal that the other base stations of quantity interacted is determined as meeting the second end of preset condition in the path rule at the scenic spot
End.
In a kind of possible design, it is described according to the second terminal be located at the scenic spot in when with each base station
The online signaling interacted obtains the corresponding third terminal of user with tourist characteristic, comprising:
It is right to obtain the online signaling institute that the second terminal is interacted when being located in the scenic spot with each base station
Duration used in the Application Type answered and all types of application programs；
When according to used in the type and all types of application programs of application program corresponding to the online signaling
It is long, obtain the corresponding third terminal of user with tourist characteristic.
It is described according to the type of the application program corresponding to signaling of surfing the Internet and all kinds of in a kind of possible design
Duration used in the application program of type obtains the corresponding third terminal of user with tourist characteristic, comprising:
By duration used in the type and all types of application programs of application program corresponding to the online signaling
As the input of Clustering Model, the classification results of the Clustering Model output are obtained；
According to the classification results that the Clustering Model exports, the corresponding third terminal of user with tourist characteristic is obtained.
In a kind of possible design, the Application Type includes communication, photography, navigation, shopping, search or other
At least one of.
In a kind of possible design, the parked position and residence time according to the third terminal determines scenic spot
Flow of the people, comprising:
According to the parked position and residence time of each third terminal, it is whole to obtain the third being resident in same target position
End；
According to the residence time for each third terminal being resident in the target position, each target position in scenic spot is determined
Flow of the people of the corresponding sight spot in different time.
Second aspect, the embodiment of the present invention provide the flow of the people acquisition device of scenic spot tourist a kind of, comprising:
Module is obtained, the position signaling that each base station and first terminal for obtaining scenic spot covering interact, institute's rheme
Confidence enables parked position and residence time including the first terminal；
Determining module, for determining and meeting in the resident duration and path rule at the scenic spot according to the position signaling
The second terminal of preset condition；
Module is obtained, is also used to be interacted when being located in the scenic spot with each base station according to the second terminal
Online signaling, obtain have tourist characteristic the corresponding third terminal of user；
Determining module is also used to parked position and residence time according to the third terminal, determines scenic spot flow of the people.
In a kind of possible design, the determining module is specifically used for:
According to the position signaling, determines and be resident the time that duration is more than preset duration at the corresponding core sight spot of core, base station
The second terminal of choosing；
According to the position signaling that other base stations in the second terminal of the candidate and the scenic spot interact, determine in institute
The path rule for stating scenic spot meets the second terminal of preset condition.
In a kind of possible design, the determining module is specifically used for:
According to the position signaling that other base stations in the second terminal of the candidate and the scenic spot interact, will with it is default
The second terminal that the other base stations of quantity interacted is determined as meeting the second end of preset condition in the path rule at the scenic spot
End.
In a kind of possible design, the acquisition module is specifically used for:
It is right to obtain the online signaling institute that the second terminal is interacted when being located in the scenic spot with each base station
Duration used in the Application Type answered and all types of application programs；
When according to used in the type and all types of application programs of application program corresponding to the online signaling
It is long, obtain the corresponding third terminal of user with tourist characteristic.
In a kind of possible design, the acquisition module is specifically used for:
By duration used in the type and all types of application programs of application program corresponding to the online signaling
As the input of Clustering Model, the classification results of the Clustering Model output are obtained；
According to the classification results that the Clustering Model exports, the corresponding third terminal of user with tourist characteristic is obtained.
In a kind of possible design, the Application Type includes communication, photography, navigation, shopping, search or other
At least one of.
In a kind of possible design, the determining module is specifically used for:
According to the parked position and residence time of each third terminal, it is whole to obtain the third being resident in same target position
End；
According to the residence time for each third terminal being resident in the target position, each target position in scenic spot is determined
Flow of the people of the corresponding sight spot in different time.
The third aspect, the flow of the people that the embodiment of the present invention provides a kind of scenic spot tourist obtain equipment, comprising:
Memory, for storing program；
Processor, for executing the described program of memory storage, when described program is performed, the processor
For executing any method in the various possible designs of first aspect and first aspect as above.
Fourth aspect, the embodiment of the present invention provides a kind of computer readable storage medium, including instruction, when it is in computer
When upper operation, so that computer executes any side in the various possible designs of first aspect and first aspect as above
Method.
The flow of the people acquisition methods and device of scenic spot tourist provided in an embodiment of the present invention, this method comprises: obtaining scenic spot
The position signaling that each base station of covering and first terminal interact, position signaling include the parked position of first terminal and are resident
Time.According to position signaling, determine that resident duration and path rule at scenic spot meet the second terminal of preset condition.According to
The online signaling that two terminals are interacted when being located in scenic spot with each base station, obtaining has the user of tourist characteristic corresponding the
Three terminals.According to the parked position and residence time of third terminal, scenic spot flow of the people is determined.Terminal is determined by the position of base station
The position of equipment so as to guarantee the continuity counted to visitor location signaling, and passes through preset condition and online signaling
Screening is carried out to first terminal and further determines that tourist, to improve the accuracy rate to scenic spot people flow rate statistical.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is this hair
Bright some embodiments for those of ordinary skill in the art without any creative labor, can be with
It obtains other drawings based on these drawings.
Fig. 1 is the system schematic of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention；
Fig. 2 is the flow chart one of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention；
Fig. 3 is the flowchart 2 of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention；
Fig. 4 is user's classification schematic diagram of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention；
Fig. 5 is tourist's path rule schematic diagram of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention；
Fig. 6 is the structural schematic diagram of the flow of the people acquisition device of scenic spot tourist provided in an embodiment of the present invention；
Fig. 7 is that the flow of the people of scenic spot tourist provided in an embodiment of the present invention obtains the hardware structural diagram of equipment.
Specific embodiment
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is
A part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art
Every other embodiment obtained without creative efforts, shall fall within the protection scope of the present invention.
Fig. 1 is the system schematic of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention, referring to Fig. 1,
The system includes base station 101, terminal device 102 and server 103, and wherein terminal device 102 passes through wireless network and base station
101 interact, which can be 2G network, 3G network, 4G network or 5G network, Wireless Fidelity (Wireless
Fidelity, abbreviation WIFI) network etc..The embodiment of the present invention does not limit the concrete type or concrete form of wireless network
It is fixed, as long as its function of can be realized base station and terminal device interaction.
In the present embodiment, base station 101 can be the equipment for being communicated with terminal device 102, for example, it may be
Global system for mobile communications (Global System for Mobile Communications, GSM) system or CDMA
In (Code Division MultipleAccess, CDMA) system base station (Base Transceiver Station,
BTS), it is also possible in broadband CDMA system (Wideband Code Division Multiple Access, WCDMA)
Base station (NodeB, NB), can also be evolved in long evolving system (Long Term Evolution, LTE) system
Base station (Evolutional Node B, eNB or eNodeB), the transmitting-receiving point in (new radio, NR) network of newly eating dishes without rice or wine
(transmission reception point, TRP) or next generation node B (generation nodeB, gNB), or
The base station 101 can be the base station in the network of other multiple technologies fusion.It should be noted that when the embodiment of the present invention
Scheme be applied to 5G system or the future may appear other systems when, base station, terminal device title may change, but
This has no effect on the implementation of the embodiment of the present invention.
Optionally, terminal device 102 (terminal device) includes but is not limited to mobile terminal (Mobile
Terminal), mobile phone (Mobile Telephone), mobile phone (handset) and portable equipment (portable
Equipment) etc., which can be through wireless access network (RAN, Radio Access Network) and one or more
Core net is communicated, for example, terminal device can be mobile phone (or being " honeycomb " phone), have wireless communication function
Computer etc., terminal device can also be the computer with radio transmission-receiving function, virtual reality (Virtual Reality, VR)
Terminal device, augmented reality (Augmented Reality, AR) terminal device etc..Terminal can be named in different networks
Different titles is done, such as: user equipment, mobile station, subscriber unit, platform, cellular phone, personal digital assistant, channel radio
Believe equipment, handheld device, laptop computer, wireless phone, wireless local loop platform etc..For convenience of description, in the application referred to as
For terminal device.
Wherein, the data of the available terminal device 102 in base station 101, such as the access number of available terminal device 102
According to also such as the Internet data of available terminal device 102, the embodiment of the present invention does not do especially the data that base station obtains
Limitation.Specifically, when 102 access base station 101 of terminal device, base station 101 can recorde the turn-on time of terminal device 102 with
And the Internet data after access, such as record, the internet records of cell phone software etc. of access webpage, wherein base station 101 can be with
The data of the terminal device 102 of acquisition are stored.
Further, the data of the available base station 101 of server 103 storage, and carry out relevant data storage sum number
According to the operation such as processing, the instruction of the transmission of base station 101 can also be received, is correspondingly handled according to logic judgment.Server 103
Data can also be sent to base station 101 or send instruction, and base station 101 carries out relevant data storage, data processing and instruction
The operation such as execution.
Optionally, system provided in this embodiment can also include radio network controller (Radio Network
Controller, RNC), wherein RNC is the main network elements in third generation wireless network, is the component part for accessing network, mainly
For managing and controlling multiple base stations under deployment, in the present embodiment, the terminal device 102 that base station 101 can will acquire
Data are stored to RNC, and further, server 103 obtains the data of needs from RNC to be further processed, this hair
The mode that bright embodiment obtains data to server 103 is not particularly limited.
Data based on the terminal device that above system obtains, to be analyzed and processed to data to complete scenic spot tourist
The acquisition of flow of the people carries out detailed below with reference to flow of the people acquisition methods of the Fig. 2 to scenic spot tourist provided in an embodiment of the present invention
It introduces.
Fig. 2 is the flow chart one of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention.As shown in Fig. 2,
This method comprises:
S201, each base station for obtaining scenic spot covering and the position signaling that interacts of first terminal, position signaling include the
The parked position and residence time of one terminal.
Specifically, the base station of scenic spot covering is used to provide service for the terminal device at scenic spot and scenic spot periphery, wherein each
There is respective coverage area in base station, and for the coverage area of each base station there may be intersecting, the embodiment of the present invention covers scenic spot
The particular number of each base station is not particularly limited, it will be understood by those skilled in the art that the specific number of each base station of scenic spot covering
Amount can be according to the size sets itself at scenic spot.
Further, first terminal, which refers to, carries out communication and network friendship by each base station under each base station of scenic spot covering
Mutual terminal device, in the present embodiment, the terminal device of each base station of all access scenic spots covering belong to first terminal, this
Inventive embodiments are not particularly limited first terminal.
In the present embodiment, the signaling data of interaction can for example access between each base station and first terminal for first terminal
The time point of base station also for example can be the duration of first terminal access terminal, also for example can pass through access for first terminal
Base station and the Internet data etc. that generates, the embodiment of the present invention are without limitation.
Further, the position signaling that base station and first terminal interact is obtained, wherein position signaling is used to indicate the
The position of one terminal, specifically, position signaling includes first terminal in parked position and residence time, wherein parked position example
Such as can according to first terminal access base station position determine, as long as first terminal in the coverage area of the base station of access,
The position of first terminal can be determined according to the position of the base station, further, residence time for example can be according to first eventually
The time of access base station is held to determine that the embodiment of the present invention is not spy to parked position and residence time with the time for leaving base station
It does not limit.
S202, according to position signaling, determine that resident duration and path rule at scenic spot meet the second of preset condition eventually
End.
In the present embodiment, the range at scenic spot is usually larger, therefore multiple base stations are usually provided within the scope of scenic spot, according to
The position of each base station can determine the parked position of first terminal, further, can be true according to the parked position of first terminal
Determine the path rule of first terminal.
Assuming that currently, there are base station A, B, C, first terminal access base station A first secondly to access base within the scope of certain scenic spot
Stand B, then access base station A again, then the parked position of first terminal can be determined according to the position of base station A and base station B, from
And determine the path rule of first terminal, above is exemplary and is illustrated, and the embodiment of the present invention does not do path rule
Especially limitation.
Further, the residence time of first terminal can be determined according to position signaling, determine the resident duration at scenic spot
The terminal for meeting preset condition with path rule is second terminal, because tourist can mainly go sight-seeing popularity when going sight-seeing scenic spot
Higher sight spot, thus it is famous in the scenic spot that wherein preset condition of path rule for example can include for the path of terminal device
The quantity at sight spot be greater than preset quantity, the embodiment of the present invention is not particularly limited preset quantity.
Further, tourist is when going sight-seeing scenic spot, for the purpose gone on a tour often to each place in scenic spot all into
Row visit, therefore the preset condition of path rule also for example can be covering of the path of terminal device to various pieces in scenic spot
Range is greater than default coverage area, and the embodiment of the present invention is not particularly limited default coverage area.
In the present embodiment, the preset condition for being resident duration for example can be default to be greater than in the resident duration at core sight spot
Duration, because there is also parts to reside population in scenic spot, the preset condition for being resident duration also for example can be in scenic spot
Resident duration be less than preset duration etc., the embodiment of the present invention is not particularly limited preset duration.
It is above illustratively to be illustrated, wherein resident duration can also be combined to constitute with path rule
Preset condition, for example, can include for the path of terminal device scenic spot in the quantity at famous sight spot be greater than preset quantity, and
And the resident duration at each sight spot is respectively less than preset duration.The embodiment of the present invention is not particularly limited preset condition, ability
Field technique personnel are appreciated that preset condition can sets itself according to the actual situation.
S203, the online signaling interacted when being located in scenic spot with each base station according to second terminal, obtaining has trip
The corresponding third terminal of the user of objective feature.
Further, the terminal device within the scope of scenic spot is required to carry out online signaling with each base station when using internet
Interaction, wherein within the scope of scenic spot each base station can the online signaling to terminal device record, wherein the content example recorded
Such as some webpage can be had accessed for some terminal device at some, the embodiment of the present invention is to online signaling note at specific time point
The particular content of record is not particularly limited.
In the present embodiment, being obtained according to the online signaling of the second terminal of record has the user of tourist characteristic corresponding
Third terminal, wherein tourist characteristic for example can be more for the online signaling of communication class, can be for example also photography or navigation type
Online signaling in it is more, the embodiment of the present invention is not particularly limited tourist's tourist characteristic, can according to the user of tourist characteristic
To be screened in second terminal, to obtain third terminal.
S204, parked position and residence time according to third terminal, determine scenic spot flow of the people.
In embodiments of the present invention, determine that the corresponding user of third terminal is tourist, further, according to third terminal
Parked position and residence time determine scenic spot flow of the people, wherein determining concrete mode for example can be specific at some for determination
The flow of the people at period core sight spot, also such as can be to determine in the flow of the people at entire scenic spot some day, the present invention be implemented
Example is to the concrete mode of scenic spot flow of the people is determined with no restrictions, it will be understood by those skilled in the art that determining scenic spot flow of the people
Mode can according to need sets itself.
The flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention, comprising: obtain each base station of scenic spot covering
The position signaling interacted with first terminal, position signaling include the parked position and residence time of first terminal.According to position
Confidence enables, and determines that resident duration and path rule at scenic spot meet the second terminal of preset condition.It is in place according to second terminal
The online signaling interacted when in scenic spot with each base station obtains the corresponding third terminal of user with tourist characteristic.Root
According to the parked position and residence time of third terminal, scenic spot flow of the people is determined.The position of terminal device is determined by the position of base station
It sets, so as to guarantee the continuity counted to visitor location signaling, and it is whole to first by preset condition and online signaling
End carries out screening and further determines that tourist, to improve the accuracy rate to scenic spot people flow rate statistical.
On the basis of the above embodiments, below with reference to Fig. 3 to Fig. 5 to the people of scenic spot tourist provided in an embodiment of the present invention
Flow acquisition methods are further discussed in detail.Fig. 3 is that the flow of the people of scenic spot tourist provided in an embodiment of the present invention obtains
The flowchart 2 of method, Fig. 4 are user's classification signal of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention
Figure, Fig. 5 are tourist's path rule schematic diagram of the flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention.
As shown in figure 3, this method comprises:
S301, each base station for obtaining scenic spot covering and the position signaling that interacts of first terminal, position signaling include the
The parked position and residence time of one terminal.
Wherein, the implementation of S301 is similar with S201, and details are not described herein again.
Optionally, duplicate removal processing can be carried out to the position signaling of first terminal in the present embodiment, specifically, for example may be used
It, also for example can be according to resident in position signaling to carry out duplicate removal processing to position signaling according to the physical address of first terminal
Duration and parked position carry out duplicate removal processing, and the specific embodiment of duplicate removal processing of the embodiment of the present invention is with no restrictions.
Carrying out processing to position signaling by duplicate removal processing can be improved the efficiency of data processing.
S302, according to position signaling, determine that being resident duration at the corresponding core sight spot of core, base station is more than preset duration
Candidate second terminal.
In the present embodiment, the identity for needing to screen tourist in all corresponding users of terminal device, can be by scape
The corresponding user of the first terminal under base station within the scope of area classifies, such as user can be divided into resident population, tourist
And passerby, also such as user can be divided into long-term tourism user and short-term tourism user, the embodiment of the present invention is to classification
Concrete mode be not particularly limited, be introduced by taking resident population, tourist and passerby as an example below with reference to Fig. 4.
As shown in figure 4, the user 40 under base station includes resident population 401, tourist 402 and passerby 403, wherein resident people
Mouth 401 refers to the user at scenic spot for a long time, such as can be scenic spot staff, can be for example also the resident in scenic spot
Deng because resident 401 long-time of population lives in scenic spot, will not being gone sight-seeing to the sight spot in scenic spot, reside population 401
Behavioural characteristic in scenic spot is that the path rule in scenic spot is relatively fixed and single, and stays under a fixed base station
Stay the time longer.
Wherein passerby 403 refers to the user by passing through from scenic spot inside or scenic spot periphery, and passerby 403 will not be at scenic spot
And its periphery is stayed for a long time, therefore the behavioural characteristic of passerby 403 be path rule in scenic spot it is typically more simple and
Residence time is short.Further, tourist 402 reach enter after purpose be visit scenic spot, therefore tourist 402 reach scenic spot it
Path rule and resident duration afterwards is to stay a period of time under sub-scenic spot to go to next sight spot, path rule pair again
The coverage area at sight spot is wider, is introduced below with reference to Fig. 5.
It as described in Figure 5, include core, base station 501 and secondary base station 502 inside scenic spot, wherein core, base station 501 is installed
At core sight spot, to guarantee the use demand for meeting user, as shown in figure 5, the path rule of tourist is into scenic spot
Later, stayed a period of time at multiple sight spots, and it is longer in the time that core, base station is stayed, Fig. 5 be only exemplary into
Row is introduced, the embodiment of the present invention to the path rule of tourist with no restrictions.
Specifically, obtaining each first terminal from the core sight spot of core, base station when screening to first terminal
Resident duration, when resident duration of the user at core sight spot is that can then determine that the user is not tourist more than preset duration, because
This determines that the terminal that resident duration is more than preset duration is candidate second terminal, and the embodiment of the present invention is not spy to preset duration
It does not limit, the screening precision that this vacant technical staff is believed that the specific value of preset duration can according to need voluntarily is set
It sets.
S303, the position signaling interacted according to other base stations in candidate second terminal and scenic spot, will be with present count
The second terminal that an other base stations interacted is measured to be determined as meeting the second terminal of preset condition in the path rule at scenic spot.
In the present embodiment, candidate second terminal is determined according to the resident duration of the core, base station at core sight spot,
Further, it is determined that the position command that other base stations interact in candidate second terminal and scenic spot, wherein in scenic spot other
Base station can be for example core, base stations other in scenic spot, can be for example also the secondary base station in scenic spot, the embodiment of the present invention
Other base stations in scenic spot are not particularly limited.
Further, when tourist goes sight-seeing in scenic spot, the purpose for tourism usually can all be gone sight-seeing at multiple sight spots,
From Fig. 5 tourist path rule schematic diagram it can also be seen that and resident population will not go sight-seeing multiple sight spots, therefore really
Being scheduled on the corresponding user of terminal device that other base stations occur in core, base station and scenic spot is tourist, rather than resident population.
Specifically, determining that interacting in candidate second terminal with other base stations in preset quantity scenic spot is to meet in advance
If the second terminal of condition, wherein preset quantity can according to need sets itself, and the embodiment of the present invention does not do preset quantity
Especially limitation.It below by taking preset quantity is 5 as an example, such as include terminal A and terminal B in candidate second terminal, wherein eventually
End A occurred to interact with other base stations in 2 scenic spots, and terminal B occurred to interact with other base stations in 5 scenic spots, then
Determine that terminal B is the second terminal for meeting preset condition, above is exemplary and is introduced, not unique realization side
Formula.
It may be selected, the embodiment of the present invention can also determine second interacted with more than other a core, base stations of preset quantity
Terminal is to meet the second terminal of preset condition, is not specifically limited herein.
S304, application corresponding to the online signaling that second terminal is interacted when being located in scenic spot with each base station is obtained
Duration used in Program Type and all types of application programs.
S305, by surf the Internet signaling corresponding to application program type and all types of application programs used in duration
As the input of Clustering Model, the classification results of Clustering Model output are obtained.
Further, tourist will use in scenic spot terminal device access internet, therefore with base station each within the scope of scenic spot
In the presence of the interaction of online signaling, specifically, the particular content of online signaling for example can access some ad hoc networks for terminal device
Page content, also for example can for terminal device use some application program content and duration, the embodiment of the present invention to this not
It is limited.
In the present embodiment, the corresponding Application Type of online signaling include communication, photography, navigation, shopping, search or
It is at least one of other, wherein the online signaling that specific second terminal is interacted with base station can be it is one such, can also
Be it is a variety of, the embodiment of the present invention is without limitation.
It is answered corresponding to the online signaling that second terminal is interacted when being located in scenic spot with each base station specifically, obtaining
The duration used in Program Type and all types of application programs, and input of the information that will acquire as Clustering Model,
Wherein Clustering Model is the model of clustering, and clustering refers to that the set by physics or abstract object is grouped by similar pair
As the analytic process of multiple classes of composition, Clustering Model can for example be calculated in fact for K mean cluster, hierarchical clustering, greatest hope
Method etc., the embodiment of the present invention is not particularly limited Clustering Model.
It is handled by online signaling of the Clustering Model to second terminal, obtains classification results, secondly obtain cluster mould
The classification results of type output.
S306, the classification results exported according to Clustering Model, obtain the corresponding third terminal of user with tourist characteristic.
Further, online Signaling characteristics of the tourist within the scope of scenic spot are more obvious, it is main include communication, photography and
Navigation etc., therefore tourist characteristic can for example account for the largest percentage for corresponding classification results of photographing, and can be for example also navigation
The corresponding occupied duration longest of classification results, the embodiment of the present invention are not particularly limited tourist characteristic, art technology
Personnel are appreciated that tourist characteristic can according to need sets itself.
In the present embodiment, it is third terminal that determining, which has the user of tourist characteristic corresponding, and two third terminals are corresponding
User is tourist, is handled by online signaling of the Clustering Model to second terminal, and further determine that second terminal, from
And further the identity of tourist is screened, improve the accuracy of tourist's identification.
S307, parked position and residence time according to each third terminal obtain the third being resident in same target position
Terminal.
Specifically, base station records the position signaling of each terminal device, when wherein position signaling includes parked position and is resident
Between, further, the parked position and residence time of third terminal are analyzed and processed, to obtain in same target position
Resident third terminal, wherein target position is the position of current flow of the people to be counted, and wherein target position for example can be scape
A sight spot in area can be for example also multiple sight spots within the scope of scenic spot, also for example can be to be entire correct, and the present invention is real
It applies example and this is not particularly limited.
The residence time for each third terminal that S308, basis are resident in target position, determines the scenic spot target position pair Nei Ge
Flow of the people of the sight spot answered in different time.
Further, the residence time for each third terminal being resident in target position is analyzed, so that it is determined that not
The quantity of the same corresponding third terminal in the corresponding sight spot in time each target position, so that it is determined that the scenic spot target position Nei Ge is corresponding
Sight spot different time flow of the people.
The flow of the people acquisition methods of scenic spot tourist provided in an embodiment of the present invention, comprising: obtain each base station of scenic spot covering
The position signaling interacted with first terminal, position signaling include the parked position and residence time of first terminal.According to position
Confidence enables, and determines and is resident the candidate second terminal that duration is more than preset duration at the corresponding core sight spot of core, base station.According to
The position signaling that other base stations interact in candidate second terminal and scenic spot will be interacted with the other base stations of preset quantity
Second terminal be determined as meeting the second terminal of preset condition in the path rule at scenic spot.It obtains second terminal and is being located at scenic spot
Application Type corresponding to the online signaling interacted when interior with each base station and all types of application programs are used
Duration.The duration used in the type and all types of application programs of application program corresponding to signaling that will surf the Internet is as poly-
The input of class model obtains the classification results of Clustering Model output.According to the classification results that Clustering Model exports, obtaining has trip
The corresponding third terminal of the user of objective feature.According to the parked position and residence time of each third terminal, obtain in same target
The resident third terminal in position.According to the residence time for each third terminal being resident in target position, each target in scenic spot is determined
Flow of the people of the corresponding sight spot in position in different time.Second terminal, completion pair are determined in first terminal by position signaling
The preliminary screening of tourist's identity further determines third terminal by signaling of surfing the Internet, realizes the accurate screening to tourist's identity, from
And effectively realize the identification to tourist's identity, each target in scenic spot is secondly obtained according to the position signaling of the corresponding third terminal of tourist
The corresponding sight spot in position can efficiently and accurately realize the system of the flow of the people to scenic spot tourist in the flow of the people of different time
Meter.
Fig. 6 is the structural schematic diagram of the flow of the people acquisition device of scenic spot tourist provided in an embodiment of the present invention.Such as Fig. 6 institute
Show, the flow of the people acquisition device 60 of scenic spot tourist includes: to obtain module 601 and determining module 602.
Module 601 is obtained, the position signaling that each base station and first terminal for obtaining scenic spot covering interact, position
Signaling includes the parked position and residence time of first terminal；
Determining module 602, for determining and meeting default item in the resident duration and path rule at scenic spot according to position signaling
The second terminal of part；
Module 601 is obtained, is also used to be believed according to the online that second terminal is interacted when being located in scenic spot with each base station
It enables, obtains the corresponding third terminal of user with tourist characteristic；
Determining module 602 is also used to parked position and residence time according to third terminal, determines scenic spot flow of the people.
Optionally it is determined that module 602 is specifically used for:
According to position signaling, determine that being resident duration at the corresponding core sight spot of core, base station is more than the candidate of preset duration
Second terminal；
According to the position signaling that other base stations in candidate second terminal and scenic spot interact, determine in the path at scenic spot
Rule meets the second terminal of preset condition.
Optionally it is determined that module 602 is specifically used for:
According to the position signaling that other base stations in candidate second terminal and scenic spot interact, will with preset quantity its
The second terminal that its base station interacted is determined as meeting the second terminal of preset condition in the path rule at scenic spot.
Optionally, module 601 is obtained to be specifically used for:
Obtain application program corresponding to the online signaling that second terminal is interacted when being located in scenic spot with each base station
Duration used in type and all types of application programs；
According to duration used in the type and all types of application programs of application program corresponding to online signaling, obtain
Take the corresponding third terminal of user with tourist characteristic.
Optionally, module 601 is obtained to be specifically used for:
Will surf the Internet signaling corresponding to application program type and all types of application programs used in duration as
The input of Clustering Model obtains the classification results of Clustering Model output；
According to the classification results that Clustering Model exports, the corresponding third terminal of user with tourist characteristic is obtained.
Optionally, Application Type includes communication, photography, navigation, shopping, search or at least one of other.
Optionally it is determined that module 602 is specifically used for:
According to the parked position and residence time of each third terminal, the third terminal being resident in same target position is obtained；
According to the residence time for each third terminal being resident in target position, the corresponding scape in the scenic spot target position Nei Ge is determined
Flow of the people of the point in different time.
Device provided in this embodiment can be used for executing the technical solution of above method embodiment, realization principle and skill
Art effect is similar, and details are not described herein again for the present embodiment.
Fig. 7 is that the flow of the people of scenic spot tourist provided in an embodiment of the present invention obtains the hardware structural diagram of equipment, such as Fig. 7
Shown, the server 70 of the present embodiment includes: processor 701 and memory 702；Wherein
Memory 702, for storing computer executed instructions；
Processor 701, for executing the computer executed instructions of memory storage, to realize, scenic spot is swum in above-described embodiment
Each step performed by the flow of the people acquisition device of visitor.It specifically may refer to the associated description in preceding method embodiment.
Optionally, memory 702 can also be integrated with processor 701 either independent.
When memory 702 is independently arranged, which further includes bus 703, for connecting described deposit
Reservoir 702 and processor 701.
The embodiment of the present invention also provides a kind of computer readable storage medium, stores in the computer readable storage medium
There are computer executed instructions, when processor executes the computer executed instructions, realizes that the flow of the people of scenic spot tourist as above obtains
Take the flow of the people acquisition methods of scenic spot tourist performed by equipment.
In several embodiments provided by the present invention, it should be understood that disclosed device and method can pass through it
Its mode is realized.For example, apparatus embodiments described above are merely indicative, for example, the division of the module, only
Only a kind of logical function partition, there may be another division manner in actual implementation, for example, multiple modules can combine or
It is desirably integrated into another system, or some features can be ignored or not executed.Another point, it is shown or discussed it is mutual it
Between coupling, direct-coupling or communication connection can be through some interfaces, the INDIRECT COUPLING or communication link of device or module
It connects, can be electrical property, mechanical or other forms.
The above-mentioned integrated module realized in the form of software function module, can store and computer-readable deposit at one
In storage media.Above-mentioned software function module is stored in a storage medium, including some instructions are used so that a computer
Equipment (can be personal computer, server or the network equipment etc.) or processor (English: processor) execute this Shen
Please each embodiment the method part steps.
It should be understood that above-mentioned processor can be central processing unit (English: Central Processing Unit, letter
Claim: CPU), can also be other general processors, digital signal processor (English: Digital Signal Processor,
Referred to as: DSP), specific integrated circuit (English: Application Specific Integrated Circuit, referred to as:
ASIC) etc..General processor can be microprocessor or the processor is also possible to any conventional processor etc..In conjunction with hair
The step of bright disclosed method, can be embodied directly in hardware processor and execute completion, or with hardware in processor and soft
Part block combiner executes completion.
Memory may include high speed RAM memory, it is also possible to and it further include non-volatile memories NVM, for example, at least one
Magnetic disk storage can also be USB flash disk, mobile hard disk, read-only memory, disk or CD etc..
Bus can be industry standard architecture (Industry Standard Architecture, ISA) bus, outer
Portion's apparatus interconnection (Peripheral Component, PCI) bus or extended industry-standard architecture (Extended
Industry Standard Architecture, EISA) bus etc..Bus can be divided into address bus, data/address bus, control
Bus etc..For convenient for indicating, the bus in illustrations does not limit only a bus or a type of bus.
Above-mentioned storage medium can be by any kind of volatibility or non-volatile memory device or their combination
It realizes, 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,
Disk or CD.Storage medium can be any usable medium that general or specialized computer can access.
Those of ordinary skill in the art will appreciate that: realize that all or part of the steps of above-mentioned each method embodiment can lead to
The relevant hardware of program instruction is crossed to complete.Program above-mentioned can be stored in a computer readable storage medium.The journey
When being executed, execution includes the steps that above-mentioned each method embodiment to sequence；And storage medium above-mentioned include: ROM, RAM, magnetic disk or
The various media that can store program code such as person's CD.
Finally, it should be noted that the above embodiments are only used to illustrate the technical solution of the present invention., rather than its limitations；To the greatest extent
Pipe present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that: its according to
So be possible to modify the technical solutions described in the foregoing embodiments, or to some or all of the technical features into
Row equivalent replacement；And these are modified or replaceed, various embodiments of the present invention technology that it does not separate the essence of the corresponding technical solution
The range of scheme.
Claims (10)
1. a kind of flow of the people acquisition methods of scenic spot tourist characterized by comprising
The position signaling that each base station and first terminal for obtaining scenic spot covering interact, the position signaling includes described first
The parked position and residence time of terminal；
According to the position signaling, resident duration and path rule of the determination at the scenic spot meet the second end of preset condition
End；
According to the online signaling that the second terminal is interacted when being located in the scenic spot with each base station, acquisition has
The corresponding third terminal of the user of tourist characteristic；
According to the parked position and residence time of the third terminal, scenic spot flow of the people is determined.
2. determination is at the scenic spot the method according to claim 1, wherein described according to the position signaling
Resident duration and path rule meet the second terminal of preset condition, comprising:
According to the position signaling, determine that being resident duration at the corresponding core sight spot of core, base station is more than the candidate of preset duration
Second terminal；
According to the position signaling that other base stations in the second terminal of the candidate and the scenic spot interact, determine in the scape
The path rule in area meets the second terminal of preset condition.
3. according to the method described in claim 2, it is characterized in that, the second terminal according to the candidate and the scenic spot
The position signaling that interior other base stations interact determines that the path rule at the scenic spot meets the second terminal of preset condition,
Include:
It, will be with preset quantity according to the position signaling that other base stations in the second terminal of the candidate and the scenic spot interact
The second terminal that a other base stations interacted is determined as meeting the second terminal of preset condition in the path rule at the scenic spot.
4. the method according to claim 1, wherein described be located in the scenic spot according to the second terminal
When the online signaling that interacts with each base station, obtain the corresponding third terminal of user with tourist characteristic, comprising:
It obtains corresponding to the online signaling that the second terminal is interacted when being located in the scenic spot with each base station
Duration used in Application Type and all types of application programs；
According to duration used in the type and all types of application programs of application program corresponding to the online signaling, obtain
Take the corresponding third terminal of user with tourist characteristic.
5. according to the method described in claim 4, it is characterized in that, the application program according to corresponding to the online signaling
Type and all types of application programs used in duration, obtain have tourist characteristic the corresponding third terminal of user,
Include:
Using it is described online signaling corresponding to application program type and all types of application programs used in duration as
The input of Clustering Model obtains the classification results of the Clustering Model output；
According to the classification results that the Clustering Model exports, the corresponding third terminal of user with tourist characteristic is obtained.
6. according to the method described in claim 4, it is characterized in that, the Application Type include communication, photography, navigation,
Shopping, search or at least one of other.
7. the method according to claim 1, wherein the parked position according to the third terminal and resident
Time determines scenic spot flow of the people, comprising:
According to the parked position and residence time of each third terminal, the third terminal being resident in same target position is obtained；
According to the residence time for each third terminal being resident in the target position, determine that each target position is corresponding in scenic spot
Sight spot different time flow of the people.
8. a kind of flow of the people acquisition device of scenic spot tourist characterized by comprising
Module is obtained, the position signaling that each base station and first terminal for obtaining scenic spot covering interact, the position letter
Enable parked position and residence time including the first terminal；
Determining module is preset for according to the position signaling, determining to meet in the resident duration and path rule at the scenic spot
The second terminal of condition；
Module is obtained, is also used to be interacted when being located in the scenic spot with each base station according to the second terminal upper
Net signaling obtains the corresponding third terminal of user with tourist characteristic；
Determining module is also used to parked position and residence time according to the third terminal, determines scenic spot flow of the people.
9. the flow of the people of scenic spot tourist a kind of obtains equipment characterized by comprising
Memory, for storing program；
Processor, for executing the described program of the memory storage, when described program is performed, the processor is used for
Execute the method as described in any in claim 1 to 8.
10. a kind of computer readable storage medium, which is characterized in that including instruction, when run on a computer, make to succeed in one's scheme
Calculation machine executes the method as described in any in claim 1 to 8.
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