CN110166939A - Public traffic station judgment method and device - Google Patents

Public traffic station judgment method and device Download PDF

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Publication number
CN110166939A
CN110166939A CN201810444869.3A CN201810444869A CN110166939A CN 110166939 A CN110166939 A CN 110166939A CN 201810444869 A CN201810444869 A CN 201810444869A CN 110166939 A CN110166939 A CN 110166939A
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CN
China
Prior art keywords
mobile terminal
user behavior
public traffic
traffic station
behavior state
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Granted
Application number
CN201810444869.3A
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Chinese (zh)
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CN110166939B (en
Inventor
刘昆明
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Tencent Technology Shenzhen Co Ltd
Tencent Dadi Tongtu Beijing Technology Co Ltd
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Tencent Technology Shenzhen Co Ltd
Tencent Dadi Tongtu Beijing Technology Co Ltd
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Priority to CN201810444869.3A priority Critical patent/CN110166939B/en
Publication of CN110166939A publication Critical patent/CN110166939A/en
Application granted granted Critical
Publication of CN110166939B publication Critical patent/CN110166939B/en
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Classifications

    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/123Traffic control systems for road vehicles indicating the position of vehicles, e.g. scheduled vehicles; Managing passenger vehicles circulating according to a fixed timetable, e.g. buses, trains, trams
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • H04W4/021Services related to particular areas, e.g. point of interest [POI] services, venue services or geofences
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • H04W4/021Services related to particular areas, e.g. point of interest [POI] services, venue services or geofences
    • H04W4/022Services related to particular areas, e.g. point of interest [POI] services, venue services or geofences with dynamic range variability

Abstract

The present invention relates to a kind of public traffic station judgment method and devices, belong to field of intelligent transportation technology.The public traffic station judgment method includes: to obtain the user behavior state of multiple mobile terminals;Determine a target position;Determine change information of the user behavior state in the target location of the multiple mobile terminal;And determine whether the target position is public traffic station in the change information of the target location according to the user behavior state of the multiple mobile terminal.Judging automatically for public traffic station may be implemented in the present invention, and then promotes the timeliness that public traffic station updates, and reduce cost of labor.

Description

Public traffic station judgment method and device
Technical field
The present invention relates to field of intelligent transportation technology, in particular to a kind of public traffic station judgment method, public Traffic website judgment means, electronic equipment and computer readable storage medium.
Background technique
In order to meet most people trip requirements and reduce environmental pollution etc., many cities can all provide as bus, The public transports such as subway.Public transport is usually run between beginning and end back and forth, and in beginning and end Between multiple public traffic stations are set, with facilitate people public traffic station waiting lines take.
In the prior art, public traffic station or public by user's active reporting is manually determined generally by staff Traffic website altogether.But there may be public traffic station information updates not in time and the problems such as high labor cost in this way.
Accordingly, it is desirable to provide a kind of new public traffic station judgment method, to realize sentencing automatically for public traffic station It is disconnected, and then the timeliness that public traffic station updates is promoted, and reduce cost of labor.
It should be noted that information is only used for reinforcing the reason to background of the invention disclosed in above-mentioned background technology part Solution, therefore may include the information not constituted to the prior art known to persons of ordinary skill in the art.
Summary of the invention
The purpose of the present invention is to provide a kind of public traffic station judgment methods, public traffic station judgment means, electricity Sub- equipment and computer readable storage medium, so overcome limitation and defect due to the relevant technologies at least to a certain extent and Caused public traffic station information update is not in time and the problems such as high labor cost.
According to the first aspect of the invention, a kind of public traffic station judgment method is provided, comprising:
Obtain the user behavior state of multiple mobile terminals;
Determine a target position;
Determine change information of the user behavior state in the target location of the multiple mobile terminal;
According to the user behavior state of the multiple mobile terminal the target location change information, determine described in Whether target position is public traffic station.
In a kind of exemplary embodiment of the invention, the user behavior state for obtaining multiple mobile terminals includes:
Determine that the mobile terminal is stationary state according to the first data that each mobile terminal uploads;First number According to including stationary state mark, stationary state moment and stationary position;
Determine that the mobile terminal is driving states according to the second data that each mobile terminal uploads;Second number According to including driving states mark and driving states moment.
In a kind of exemplary embodiment of the invention, one target position of determination includes:
The target position is determined according to the stationary position.
In a kind of exemplary embodiment of the invention, according to the user behavior state of the multiple mobile terminal described The change information of target location determines whether the target position is public traffic station, comprising:
According to each first data and the second data, judge the multiple mobile terminal in the target location Whether change information meets preset condition;
If meeting preset condition, it is determined that the target position is public traffic station.
In a kind of exemplary embodiment of the invention, according to each first data and the second data, described in judgement Whether multiple mobile terminals meet preset condition in the change information of the target location, comprising:
According to the driving states moment, the same time is judged in the target location, user behavior state is by static State change is whether the quantity of the mobile terminal of driving states is greater than first threshold.
In a kind of exemplary embodiment of the invention, according to each first data and the second data, judge the multiple Whether mobile terminal meets preset condition in the change information of the target location, further includes:
According to each stationary state moment and driving states moment, determine that the stationary state of each mobile terminal is held The continuous time, and judge whether the stationary state duration is consistent.
In a kind of exemplary embodiment of the invention, one target position of determination includes:
One designated position is determined as the target position.
In a kind of exemplary embodiment of the invention, according to the user behavior state of the multiple mobile terminal described The change information of target location determines whether the target position is public traffic station, comprising:
If the user behavior state of the multiple mobile terminal does not change in the target location, it is determined that institute Stating target position is not public traffic station.
According to the second aspect of the invention, a kind of public traffic station judgment method is provided, comprising:
It calculates the user behavior state of current mobile terminal and is uploaded to server, so that server is according to multiple shiftings The user behavior state of dynamic terminal determines whether the target position is public transport station in the change information of a target location Point.
In a kind of exemplary embodiment of the invention, calculates the user behavior state of current mobile terminal and be uploaded to clothes Business device include:
The sensor information of the wireless network aspects information and/or the mobile terminal that are acquired according to the mobile terminal, Calculate the user behavior state of the mobile terminal.
In a kind of exemplary embodiment of the invention, calculates the user behavior state of current mobile terminal and be uploaded to clothes Business device include:
When it is stationary state that mobile terminal variation, which is calculated, record current time be the stationary state moment and Record current location is stationary position, and using stationary state mark, stationary state moment and stationary position as First data are uploaded to the server;
When it is driving states that mobile terminal variation, which is calculated, record current time is the driving states moment, and will be gone Car state mark and the driving states moment as the second data are uploaded to the server.
According to the third aspect of the invention we, a kind of public traffic station judgment means are provided, comprising:
User behavior state acquisition module, for obtaining the user behavior state of multiple mobile terminals;
Target position determining module, for determining a target position;
Change information determining module, for determining the user behavior state of the multiple mobile terminal in the target position The change information at place;
Website judgment module, for the user behavior state according to the multiple mobile terminal in the target location Change information determines whether the target position is public traffic station.
In a kind of exemplary embodiment of the invention, user behavior state acquisition module includes:
Stationary state acquiring unit, the first data for being uploaded according to each mobile terminal determine the mobile terminal For stationary state;First data include stationary state mark, stationary state moment and stationary position;And
Driving states acquiring unit, the second data for being uploaded according to each mobile terminal determine the mobile terminal For driving states;Second data include driving states mark and driving states moment.
In a kind of exemplary embodiment of the invention, the target position determining module includes:
First object position determination unit, for determining the target position according to the stationary position.
In a kind of exemplary embodiment of the invention, the website judgment module includes:
First condition matching unit, for judging the multiple movement according to each first data and the second data Whether terminal meets preset condition in the change information of the target location;
First website determination unit, for when meeting the preset condition, determining that the target position is public transport Website.
In a kind of exemplary embodiment of the invention, according to each first data and the second data, described in judgement Whether multiple mobile terminals meet preset condition in the change information of the target location, comprising:
According to the driving states moment, the same time is judged in the target location, user behavior state is by static State change is whether the quantity of the mobile terminal of driving states is greater than first threshold.
In a kind of exemplary embodiment of the invention, according to each first data and the second data, judge the multiple Whether mobile terminal meets preset condition in the change information of the target location, further includes:
According to each stationary state moment and driving states moment, determine that the stationary state of each mobile terminal is held The continuous time, and judge whether the stationary state duration is consistent.
In a kind of exemplary embodiment of the invention, the target position determining module includes:
Second target position determination unit, for a designated position to be determined as the target position.
In a kind of exemplary embodiment of the invention, the website judgment module includes:
Second condition matching unit, for judging the user behavior state of the multiple mobile terminal in the target position Whether place changes;
Second website determination unit, for the user behavior state when the multiple mobile terminal in the target location When not changing, determine that the target position is not public traffic station.
According to the fourth aspect of the invention, a kind of public traffic station judgment means are provided, comprising:
Behavior state computing module, for calculating the user behavior state of current mobile terminal;
Behavior state uploading module, for the user behavior state of the mobile terminal to be uploaded to server, so that clothes Business device, in the change information of a target location, determines the target position according to the user behavior state of multiple mobile terminals Whether set is public traffic station.
In a kind of exemplary embodiment of the invention, calculates the user behavior state of current mobile terminal and be uploaded to clothes Business device include:
The sensor information of the wireless network aspects information and/or the mobile terminal that are acquired according to the mobile terminal, Calculate the user behavior state of the mobile terminal.
In a kind of exemplary embodiment of the invention, the behavior state uploading module includes:
First data uploading unit, for when it is stationary state that the mobile terminal variation, which is calculated, record to be current Time be the stationary state moment and record current location be stationary position, and by stationary state mark, stationary state when It carves and stationary position as the first data is uploaded to the server;
Second data uploading unit, for recording current time when it is driving states that mobile terminal variation, which is calculated, For the driving states moment, and the service is uploaded to using driving states mark and the driving states moment as the second data Device.
According to the fifth aspect of the invention, a kind of electronic equipment is provided, comprising: processor;And memory, for storing The executable instruction of the processor;Wherein, the processor is configured to above-mentioned to execute via the executable instruction is executed Method described in any one.
According to the sixth aspect of the invention, a kind of computer readable storage medium is provided, computer program is stored thereon with, The computer program realizes method described in above-mentioned any one when being executed by processor.
Exemplary embodiment of the present can have it is following the utility model has the advantages that
In the public traffic station judgment method of example embodiment of the present invention, the use of multiple mobile terminals based on acquisition Family behavior state, the user behavior states of available multiple mobile terminals, and then can be in the change information of target location Judge automatically whether target position is public traffic station.The scheme of middle artificial collection of information compared with the prior art, on the one hand, Due to reducing the influence of human factor, can more objectively it be judged, therefore the accuracy judged is available certain Promotion;On the other hand, it can determine whether target position is public traffic station due to reaching scene without staff, because This can learn earlier by means of the present invention when public traffic station has update, and then promote public traffic station The timeliness of update, while also reducing cost of labor;In another aspect, based on accuracy and updating the higher public friendship of timeliness Logical station data can be the better travel route planning of user, and then offer convenience for user's trip, optimize the trip of user Experience.
It should be understood that above general description and following detailed description be only it is exemplary and explanatory, not It can the limitation present invention.
Detailed description of the invention
The drawings herein are incorporated into the specification and forms part of this specification, and shows and meets implementation of the invention Example, and be used to explain the principle of the present invention together with specification.It should be evident that the accompanying drawings in the following description is only the present invention Some embodiments for those of ordinary skill in the art without creative efforts, can also basis These attached drawings obtain other attached drawings.
Fig. 1 show can using the embodiment of the present invention a kind of public traffic station judgment method and device it is exemplary The schematic diagram of system architecture;
Fig. 2 shows the structural schematic diagrams of the computer system of the electronic equipment suitable for being used to realize the embodiment of the present invention;
Fig. 3 diagrammatically illustrates the flow chart of public traffic station judgment method according to an embodiment of the invention;
Fig. 4 diagrammatically illustrates the interaction flow of public traffic station judgment method according to one embodiment of present invention Figure;
Fig. 5 diagrammatically illustrates the process determined whether according to one embodiment of present invention for public traffic station Figure;
Fig. 6 diagrammatically illustrates the process of public traffic station judgment method according to another embodiment of the invention Figure;
Fig. 7 diagrammatically illustrates the block diagram of public traffic station judgment means according to an embodiment of the invention;
Fig. 8 diagrammatically illustrates the detailed frame of public traffic station judgment means according to an embodiment of the invention Figure;
Fig. 9 diagrammatically illustrates the block diagram of public traffic station judgment means according to another embodiment of the invention.
Specific embodiment
Example embodiment is described more fully with reference to the drawings.However, example embodiment can be with a variety of shapes Formula is implemented, and is not understood as limited to example set forth herein;On the contrary, thesing embodiments are provided so that the present invention will more Fully and completely, and by the design of example embodiment comprehensively it is communicated to those skilled in the art.Described feature, knot Structure or characteristic can be incorporated in any suitable manner in one or more embodiments.In the following description, it provides perhaps More details fully understand embodiments of the present invention to provide.It will be appreciated, however, by one skilled in the art that can It is omitted with practicing technical solution of the present invention one or more in the specific detail, or others side can be used Method, constituent element, device, step etc..In other cases, be not shown in detail or describe known solution to avoid a presumptuous guest usurps the role of the host and So that each aspect of the present invention thickens.
In addition, attached drawing is only schematic illustrations of the invention, it is not necessarily drawn to scale.Identical attached drawing mark in figure Note indicates same or similar part, thus will omit repetition thereof.Some block diagrams shown in the drawings are function Energy entity, not necessarily must be corresponding with physically or logically independent entity.These function can be realized using software form Energy entity, or these functional entitys are realized in one or more hardware modules or integrated circuit, or at heterogeneous networks and/or place These functional entitys are realized in reason device device and/or microcontroller device.
Fig. 1 show can using the embodiment of the present invention a kind of public traffic station judgment method and device it is exemplary The schematic diagram of the system architecture of application environment.
As shown in Figure 1, system architecture 100 may include multiple in mobile terminal 101,102,103,104 kimonos of network Business device 105.Network 104 between mobile terminal 101,102,103 and server 105 to provide the medium of communication link.Net Network 104 may include various connection types, such as wireless communication link etc..
It should be understood that the number of mobile terminal, network and server in Fig. 1 is only schematical.According to realization need It wants, can have any number of mobile terminal, network and server.For example server 105 can be multiple server compositions Server cluster etc..
Mobile terminal 101,102,103 can be the various electronic equipments with processor, including but not limited to intelligent hand Machine, tablet computer, portable computer etc..Server 105 can be to provide the server of various services.Such as mobile terminal 101,102,103 active user's behavior state can be calculated by processor, and upload calculated result to server 105.Service Device 105 can determine the target according to the user behavior state of multiple mobile terminals in the change information of a target location Whether position is public traffic station.
Fig. 2 shows the structural schematic diagrams of the computer system of the electronic equipment suitable for being used to realize the embodiment of the present invention.
It should be noted that Fig. 2 shows the computer system 200 of electronic equipment be only an example, should not be to this hair The function and use scope of bright embodiment bring any restrictions.
As shown in Fig. 2, computer system 200 includes central processing unit (CPU) 201, it can be read-only according to being stored in Program in memory (ROM) 202 or be loaded into the program in random access storage device (RAM) 203 from storage section 208 and Execute various movements appropriate and processing.In RAM 203, it is also stored with various programs and data needed for system operatio.CPU 201, ROM 202 and RAM 203 is connected with each other by bus 204.Input/output (I/O) interface 205 is also connected to bus 204。
I/O interface 205 is connected to lower component: the importation 206 including keyboard, mouse etc.;It is penetrated including such as cathode The output par, c 207 of spool (CRT), liquid crystal display (LCD) etc. and loudspeaker etc.;Storage section 208 including hard disk etc.; And the communications portion 209 of the network interface card including LAN card, modem etc..Communications portion 209 via such as because The network of spy's net executes communication process.Driver 210 is also connected to I/O interface 205 as needed.Detachable media 211, such as Disk, CD, magneto-optic disk, semiconductor memory etc. are mounted on as needed on driver 210, in order to read from thereon Computer program be mounted into storage section 208 as needed.
Particularly, according to an embodiment of the invention, may be implemented as computer below with reference to the process of flow chart description Software program.For example, the embodiment of the present invention includes a kind of computer program product comprising be carried on computer-readable medium On computer program, which includes the program code for method shown in execution flow chart.In such reality It applies in example, which can be downloaded and installed from network by communications portion 209, and/or from detachable media 211 are mounted.When the computer program is executed by central processing unit (CPU) 201, executes and limited in the system of the application Various functions.
It should be noted that computer-readable medium shown in the present invention can be computer-readable signal media or meter Calculation machine readable storage medium storing program for executing either the two any combination.Computer readable storage medium for example can be --- but not Be limited to --- electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor system, device or device, or any above combination.Meter The more specific example of calculation machine readable storage medium storing program for executing can include but is not limited to: have the electrical connection, just of one or more conducting wires Taking formula computer disk, hard disk, random access storage device (RAM), read-only memory (ROM), erasable type may be programmed read-only storage Device (EPROM or flash memory), optical fiber, portable compact disc read-only memory (CD-ROM), light storage device, magnetic memory device, Or above-mentioned any appropriate combination.In the present invention, computer readable storage medium can be it is any include or storage journey The tangible medium of sequence, the program can be commanded execution system, device or device use or in connection.And at this In invention, computer-readable signal media may include in a base band or as carrier wave a part propagate data-signal, Wherein carry computer-readable program code.The data-signal of this propagation can take various forms, including but unlimited In electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be that computer can Any computer-readable medium other than storage medium is read, which can send, propagates or transmit and be used for By the use of instruction execution system, device or device or program in connection.Include on computer-readable medium Program code can transmit with any suitable medium, including but not limited to: wireless, electric wire, optical cable, RF etc. are above-mentioned Any appropriate combination.
Flow chart and block diagram in attached drawing are illustrated according to the system of various embodiments of the invention, method and computer journey The architecture, function and operation in the cards of sequence product.In this regard, each box in flowchart or block diagram can generation A part of one module, program segment or code of table, a part of above-mentioned module, program segment or code include one or more Executable instruction for implementing the specified logical function.It should also be noted that in some implementations as replacements, institute in box The function of mark can also occur in a different order than that indicated in the drawings.For example, two boxes succeedingly indicated are practical On can be basically executed in parallel, they can also be executed in the opposite order sometimes, and this depends on the function involved.Also it wants It is noted that the combination of each box in block diagram or flow chart and the box in block diagram or flow chart, can use and execute rule The dedicated hardware based systems of fixed functions or operations is realized, or can use the group of specialized hardware and computer instruction It closes to realize.
Being described in unit involved in the embodiment of the present invention can be realized by way of software, can also be by hard The mode of part realizes that described unit also can be set in the processor.Wherein, the title of these units is in certain situation Under do not constitute restriction to the unit itself.
As on the other hand, present invention also provides a kind of computer-readable medium, which be can be Included in electronic equipment described in above-described embodiment;It is also possible to individualism, and without in the supplying electronic equipment. Above-mentioned computer-readable medium carries one or more program, when the electronics is set by one for said one or multiple programs When standby execution, so that method described in electronic equipment realization as the following examples.For example, the electronic equipment can be real Each step now as shown in Figure 3.The technical solution of the embodiment of the present invention is described in detail below:
This example embodiment provides firstly a kind of public traffic station judgment method.The public traffic station judgement side Method can be executed by server 105, and correspondingly, public traffic station judgment means are generally positioned in server 105.With reference to figure Shown in 3, this method be may comprise steps of:
Step S310. obtains the user behavior state of multiple mobile terminals.
In this example embodiment, mobile terminal may include smart phone, tablet computer, portable computer etc., sheet Particular determination is not done in exemplary embodiment to this.On many mobile terminals, Activity recognition (AR, Activity may be implemented Recognitio) function;By Activity recognition function, can identify user behavior state, for example, stationary state, ambulatory status, Running state cycles state and driving state etc. by bus.Certainly, those skilled in the art can also obtain by other means The user behavior state of each mobile terminal, this also belongs to protection scope of the present invention.
After mobile terminal identifies user behavior state, related data actively can be uploaded to server, so that clothes Business device obtains the user behavior state of each mobile terminal;It is of course also possible to actively be acquired each by server by modes such as scripts The user behavior condition relevant data that mobile terminal identifies;Particular determination is not done in the present exemplary embodiment to this.In addition, being The accurate website judgement of realization, in this example embodiment, the quantity of mobile terminal can be it is multiple, it is such as more than two.
Step S320. determines a target position.
In this example embodiment, a position is being judged, i.e., when whether target position is public traffic station, can mainly relate to And judge whether occur whether the public traffic station that new public traffic station and judgement have recorded no longer has been public Traffic website.When judging whether to occur new public traffic station, target position is usually that can not learn in advance, therefore need It will be in conjunction with modes such as the user behavior status information of mobile terminal or combination empirical datas, by some doubtful public traffic stations Position be determined as target position.When whether the public traffic station that judgement has recorded has been no longer public traffic station, Then a designated position can be labeled as the position of public traffic station, be determined as the target position.Certainly, in this public affairs In other exemplary embodiments opened, target position can also be determined by other means;For example, artificially determining that a position is mesh Cursor position or a random determining position are target position etc., do not do particular determination in the present exemplary embodiment to this.
Step S330. determines that the user behavior state of the multiple mobile terminal is believed in the variation of the target location Breath.
After the user behavior state for obtaining multiple mobile terminals, user's row of each mobile terminal can be determined based on this For state target location change information.For example, at the first moment, user behavior shape of the mobile terminal in target location State is stationary state, the second moment after the first moment, and mobile terminal is driving in the user behavior state of target location State, then mobile terminal is changed in the user behavior state of target location;On the contrary, such as only being obtained in target location The user behavior state for getting multiple mobile terminals is driving states, and the user behavior state of mobile terminal has not been obtained Variation is stationary state, it may be considered that each mobile terminal does not change in the user behavior state of target location.
Step S340. according to the user behavior state of the multiple mobile terminal a target location change information, Determine whether the target position is public traffic station.
Based on the user behavior state of multiple mobile terminals target location change information, in conjunction in actual scene In, general expression behaviour data of the passenger at public traffic station can determine whether target position is public traffic station. In addition, public transport, which can be, can carry several passengers in this example embodiment, and can be solid in one or more Any vehicles of visitor or lower visitor are set in positioning;Public transport according to different classification, in this example embodiment It can be the land row vehicles, perhaps aerial vehicle can be automotive or non-maneuver to marine vehicle The vehicles.For concrete example, public transport in this example embodiment can for bus, electric car of public traffic, Subway, passenger train, passenger aircraft, school bus, regular bus, tourism cable car etc.;Correspondingly, public in this example embodiment Traffic website can be bus station, subway station, train website, airport, regular bus anchor point, school bus anchor point, tourism website Deng particular determination is not done in the present exemplary embodiment to this.
In the public traffic station judgment method of example embodiment of the present invention, the use of multiple mobile terminals based on acquisition Family behavior state, the user behavior states of available multiple mobile terminals, and then can be in the change information of target location Judge automatically whether target position is public traffic station.The scheme of middle artificial collection of information compared with the prior art, on the one hand, Due to reducing the influence of human factor, can more objectively it be judged, therefore the accuracy judged is available certain Promotion;On the other hand, it can determine whether target position is public traffic station due to reaching scene without staff, because This can learn earlier by means of the present invention when public traffic station has update, and then promote public traffic station The timeliness of update, while also reducing cost of labor;In another aspect, based on accuracy and updating the higher public friendship of timeliness Logical station data can be the better travel route planning of user, and then offer convenience for user's trip, optimize the trip of user Experience.
In the following, being described in more details in conjunction with above-mentioned steps of the Fig. 4 to Fig. 5 for this example embodiment.
In step s310, it can be mobile terminal to calculate current user behavior state and be uploaded to server, so that The server obtains the user behavior state of each mobile terminal.For example, as shown in figure 4, can specifically include:
Step S411. mobile terminal records current time when it is stationary state that the mobile terminal variation, which is calculated, For the stationary state moment and record current location be stationary position, and by stationary state mark, the stationary state moment with And stationary position is uploaded to the server as the first data.
For example, mobile terminal can pass through mobile terminal when it is stationary state that the mobile terminal variation, which is calculated, In locating module, such as GPS (Global Positioning System, global positioning system) locating module, BDS (defend by Beidou Star navigation system, BeiDou Navigation Satellite System) to obtain mobile terminal current for the positioning such as locating module Position L1, and record current time point T1.Then, by stationary state identify (such as Static), stationary state moment T1 with And stationary position L1 is packaged as the first data and is uploaded to the server.
In addition, the first data can also include the unique identification information of mobile terminal, such as IMEI (International Mobile Equipment Identity, international mobile equipment identification number), GUID (Globally Unique Identifier, globally unique identifier) or MAC Address etc.;It, can be to first by the unique identification information of mobile terminal The source of data is accurately distinguished.Certainly, in other exemplary embodiment of the present invention, user name, use can also be passed through The modes such as family number, User ID distinguish the source to the first data, do not do special limit in the present exemplary embodiment to this It is fixed.
Step S421. correspondingly, server after receiving the first data that each mobile terminal uploads, can be according to first Data determine that mobile terminal is stationary state, and can learn stationary state moment and stationary position.For example, service Multiple first data that device receives can be such as the following table 1:
Table 1
Status indicator State for time State position Unique identification Annotation
Static 09:00 (east longitude x1, north latitude y1) IMEI 1 Mobile terminal A
Static 09:08 (east longitude x1, north latitude y1) IMEI 2 Mobile terminal B
Static 09:10 (east longitude x1, north latitude y1) IMEI 3 Mobile terminal C
Static 10:15 (east longitude x2, north latitude y2) IMEI 1 Mobile terminal A
Static 10:15 (east longitude x2, north latitude y2) IMEI 4 Mobile terminal D
For step S412. mobile terminal when it is driving states that the mobile terminal, which is calculated, record current time is row The car state moment, and the server is uploaded to using driving states mark and the driving states moment as the second data.
For example, mobile terminal be calculated the mobile terminal from stationary state variation be driving states when, Ke Yiji Record current time point T2.Then, driving states are identified into (such as Move), driving states moment T2 is packaged as the second data and uploads To the server.Due to mobile terminal from stationary state variation be driving states when, it is believed that it is still within above-mentioned quiet Only state position L1, therefore the second data can not include location information, to reduce system consumption and reduce data transmission Amount.Certainly, in order to improve accuracy rate, the second data also may include location information, and spy is not to this in the present exemplary embodiment It is different to limit.
Likewise, the second data also may include the unique identification information of mobile terminal, such as IMEI, GUID or MAC Location etc.;By the unique identification information of the unique identification information of mobile terminal, accurate area can be carried out to the source of the second data Point.It currently, can also be by modes such as user name, Customs Assigned Numbers to second in other exemplary embodiment of the present invention The source of data distinguishes, and does not do particular determination in the present exemplary embodiment to this.
Step S422. correspondingly, server after receiving the second data, can be uploaded according to each mobile terminal the Two data determine that mobile terminal is driving states, and can learn the driving states moment.For example, server receive each first Data can be such as the following table 2:
Table 2
It should be noted that being by mobile terminal actively by user behavior state dependency number in this example embodiment According to server is uploaded to, in other exemplary embodiments, it is also possible to server by modes such as scripts, actively acquires each shifting The user behavior condition relevant data that dynamic terminal recognition goes out.Meanwhile according to demand, user behavior state can not also limit to static State and driving states;For example, it is also possible to including ambulatory status etc..In addition, in this example embodiment, user behavior state It is to be calculated by mobile terminal;But in other exemplary embodiment of the present invention, it is also possible to mobile terminal for wireless network spy Basic data needed for reference breath or the sensor information of the mobile terminal etc. calculate user behavior state is uploaded to service Device is completed the calculating of user behavior state by server, this also belongs to protection scope of the present invention.
In step S320 into step S340, server can exist according to the user behavior state of the multiple mobile terminal The change information of target location determines whether the target position is public traffic station.This is mainly comprised determining whether out Whether the public traffic station that now new public traffic station and judgement has recorded no longer is public traffic station.
For the first case, target position is usually to learn in advance, it is therefore desirable to be first had to according to step S320 determines target position.Specifically, the people not ridden is usually in the position if a position is public traffic station It waits, that is, remains static.It therefore, can be first according to described quiet when judging whether to occur new public traffic station Only state position determines above-mentioned target position.For example, the stationary position is position L1, it is determined that target position is position Set L1.
As shown in figure 5, being existed after determining the target position according to the user behavior state of the multiple mobile terminal The change information of target location determines whether the target position is that public traffic station may include:
Step S510. judges the multiple mobile terminal in the mesh according to each first data and the second data Whether the change information at cursor position meets preset condition.In this example embodiment, the preset condition can be according to passenger General expression behaviour at public traffic station determines.Such as:
The people to wait usually waits at public traffic station, that is, remains static;Reach station in public transport After point, the people to wait can then take public transport as passenger;After public transport starting, then all passengers will Enter driving states in the same time.I.e. if a position is public traffic station, in the position, generally can all have multiple Mobile terminal the same time from stationary state variation be driving states situation.Based on this, the multiple mobile terminal is judged May include: whether the change information of the target location meets preset condition
According to the driving states moment, the same time is judged in the target location, user behavior state is by static State change is whether the quantity of the mobile terminal of driving states is greater than first threshold.First threshold can according to experiment or There is experience to be configured, can also show that it is special not do in the present exemplary embodiment to this by the training of the modes such as machine learning It limits.For example, by taking first threshold is equal to 1 as an example, based on the data in above-mentioned table 1 and table 2, in the position (east longitude x1, north latitude y1) It sets, the driving states moment of mobile terminal A and mobile terminal B are 09:12.Then in the target location, change information is full The quantity of the mobile terminal of sufficient preset condition is 2, is greater than first threshold 1.Therefore, it is possible to judge that the position (east longitude x1, north latitude y1) For public transport node.Similar, it also may determine that the position (east longitude x2, north latitude y2) is public transport node.
Further, the different people to wait usually arrives on the time at public traffic station and has differences, in turn The time that the different people to wait waits at public traffic station has differences, i.e., the static shape of each mobile terminal The state duration should be not exactly the same.Based on this, judge the multiple mobile terminal in the change of the target location Whether change information, which meets preset condition, can also include:
According to each stationary state moment and driving states moment, determine that the stationary state of each mobile terminal is held The continuous time, and judge whether the stationary state duration is consistent.For example, based on the data in above-mentioned table 1 and table 2, The stationary state moment of the position (east longitude x2, north latitude y2), mobile terminal A and mobile terminal D are 10:15, driving states moment It is 10:16;Then mobile terminal A is consistent with the stationary state duration of mobile terminal B, is 1 minute.Therefore, can recognize Leave a question open for the conclusion that the position (east longitude x2, north latitude y2) is public transport node;The possible position (east longitude x2, north latitude y2) is simultaneously not common Transport node has only blocked up one minute, and the holder of mobile terminal A and mobile terminal B are always onboard;It may also (east longitude X2, north latitude y2) position is strictly public transport node, move the holder of terminal A and mobile terminal B always onboard, not under Vehicle;Accordingly, it may be desirable to which more information just can be carried out more accurate judgement.Similar, the position (east longitude x1, north latitude y1) meets The condition, it may be considered that having further confirmed that the position (east longitude x1, north latitude y1) is the conclusion of public transport node.It can from above Know, in conjunction with more preset conditions, can more accurately be judged.
In actual scene, passenger is after getting off, it will usually which walking is for a period of time.Based on this, show in of the invention other In example property embodiment, other preset conditions can also be set accordingly.For example, in the target location, if there is multiple shiftings The user behavior state of dynamic terminal is successively halted state by driving states variation, then is changed as ambulatory status etc..Therefore, originally show Particular determination is not done for the setting of preset condition in example embodiment, those skilled in the art can be arranged according to the actual situation Different preset conditions.
If step S520. meets the preset condition, it is determined that the target position is public traffic station.
After obtaining public traffic station judging result, server can update traffic website, phase in map data base It answers, the map client on mobile terminal can then show newly-increased bus station.
For above-mentioned second situation, in step s 320, a designated position can be labeled as public traffic station Position, be determined as the target position.After determining the target position, if target position is no longer public friendship Logical node, performance first is that in the position, company's vehicles are no longer stopped.Based on this, according to the multiple mobile terminal User behavior state determines whether the target position is that public traffic station can wrap in the change information of target location It includes:
If the user behavior state of the multiple mobile terminal does not change in the target location, it is determined that institute Stating target position is not public traffic station.I.e. if the user behavior state of multiple mobile terminals the target location not Change, such as always remain as driving states and it is unchanged turn to stationary state, then may determine that in target location, company hands over Logical tool is no longer stopped, and can determine that target position is not public traffic station.Certainly, in other examples embodiment party of the invention In formula, those skilled in the art can according to the actual situation, by the user behavior state of multiple mobile terminals in the target Other change informations at position judge that it is no longer public traffic station, do not do special limit to this in the present exemplary embodiment It is fixed.
After obtaining public traffic station judging result, server can update traffic website, phase in map data base Answer, the map client on mobile terminal can then remove no longer be public traffic station website mark.
Further, another public traffic station judgment method is also provided in this example embodiment.The public transport Website judgment method can be executed by mobile terminal 101,102,103, and correspondingly, public traffic station judgment means can be set In mobile terminal 101,102,103.Refering to what is shown in Fig. 6, this method may comprise steps of:
The user behavior state of step S610. calculating current mobile terminal.
In this example embodiment, the wireless network aspects information that can be acquired according to the mobile terminal calculates the shifting The user behavior state of dynamic terminal.Wherein, the wireless network aspects information is also known as wireless network fingerprint feature;Pass through wireless network The variation of network characteristic information can calculate the current user behavior state of mobile terminal.For example:
The service set identifier (SSID) for one or more Wi-Fi access points that mobile terminal can be arrived by Current Scan And the variation of the data such as received signal strength indicator (RSSI) determines the current user behavior state of mobile terminal.For example, The T1 moment to the T2 moment, the service set identifier and received signal strength indicator of the Wi-Fi access point that mobile scanning terminal arrives It is held essentially constant, then can determine that mobile terminal remains static at the T1 moment to T2 moment;On the contrary, if mobile terminal The service set identifier and received signal strength indicator of the Wi-Fi access point scanned are changing always, then can determine shifting Dynamic terminal is kept in motion at the T1 moment to T2 moment.
Certainly, mobile terminal can also calculate the user behavior of the mobile terminal by other wireless network aspects information State.For example, mobile terminal can be identified by the cellular network cell (cell) that Current Scan arrives and received signal strength Indicate that the variation of data such as (RSSI) determines the current user behavior state of mobile terminal.Therefore, in the present exemplary embodiment simultaneously It is not limited.
In this example embodiment, the mobile terminal can also be calculated according to the sensor information of the mobile terminal User behavior state.For example:
On the mobile terminals such as smart phone, it is usually fitted with a large amount of sensor, as acceleration transducer, direction pass Sensor, gyro sensor etc..By acceleration transducer, direction sensor or gyro sensor, movement can be acquired The motion information of terminal, and then the user behavior state of mobile terminal can be calculated according to collected motion information.
Certainly, mobile terminal can also calculate the user behavior state of the mobile terminal by other sensors information. For example, mobile terminal can collect luminous intensity, color by imaging sensor (such as camera) or by characteristic identificating equipment It determines visual signature information, and then can determine the current user behavior state of mobile terminal with view-based access control model characteristic information.Therefore, It is not limited thereto in the present exemplary embodiment.
After obtaining wireless network aspects information or sensor information, mobile terminal can be calculated in several ways User behavior state.For example, the user behavior state for calculating mobile terminal is substantially classification problem, therefore sample can be based on Data are to such as Random Forest model, deep neural network model, supporting vector machine model, promotion tree-model, general linear model And the machine learning models such as progressive gradient regression tree model are trained;The wireless network aspects information or biography that will acquire again The input for the machine learning model that sensor information is obtained as training, can calculate the user behavior state of mobile terminal.
It should be noted that in order to promote the accuracy of the user behavior state of calculated mobile terminal, it is of the invention In other exemplary embodiments, the user behavior shape of mobile terminal can also be calculated in conjunction with above two mode or more multimode State.Meanwhile those skilled in the art can also obtain the user behavior state of each mobile terminal by other means, this same category In protection scope of the present invention.
Step S620. will be calculated user behavior state and be uploaded to server, so that server is according to multiple shiftings The user behavior state of dynamic terminal determines whether the target position is public transport station in the change information of a target location Point.
In this example embodiment, by the user behavior state of mobile terminal and to be uploaded to server may include: to count Calculation obtains the mobile terminal variation when being stationary state, and record current time is stationary state moment and record current location For stationary position, and uploaded using stationary state mark, stationary state moment and stationary position as the first data To the server;And when it is driving states that mobile terminal variation, which is calculated, when record current time is driving states It carves, and is uploaded to the server using driving states mark and the driving states moment as the second data.That is this example The corresponding data of this user behavior state are only uploaded in embodiment when every kind of user behavior state of mobile terminal starts, Related data can not be then uploaded at other moment;In this way, can then reduce volume of transmitted data, while reducing server end Computing resource consumption, and the data space for reducing server end occupies.
It should be noted that although describing each step of method in the present invention in the accompanying drawings with particular order, this is simultaneously Undesired or hint must execute these steps in this particular order, or have to carry out the ability of step shown in whole Realize desired result.Additional or alternative, it is convenient to omit multiple steps are merged into a step and executed by certain steps, And/or a step is decomposed into execution of multiple steps etc..
Further, in this example embodiment, a kind of public traffic station judgment means are additionally provided.The public transport Website judgment means can be applied to server end.Refering to what is shown in Fig. 7, the public traffic station judgment means 700 may include User behavior state acquisition module 710, target position determining module 720, change information computing module 730 and website judge mould Block 740.Wherein:
User behavior state acquisition module 710 can be used for obtaining the user behavior state of multiple mobile terminals.
Target position determining module 720 is determined for a target position.
Change information computing module 730 is determined for the user behavior state of the multiple mobile terminal in the mesh Change information at cursor position.
Website judgment module 740 can be used for the user behavior state according to the multiple mobile terminal in a target position The change information at place determines whether the target position is public traffic station.
Refering to what is shown in Fig. 8, in the present example embodiment, user behavior state acquisition module 710 may include static shape State acquiring unit 811 and driving states acquiring unit 812.Wherein:
Stationary state acquiring unit 811 can be used for determining the shifting according to the first data that each mobile terminal uploads Dynamic terminal is stationary state;First data include stationary state mark, stationary state moment and stationary position.
Driving states acquiring unit 812 can be used for determining the shifting according to the second data that each mobile terminal uploads Dynamic terminal is driving states;Second data include driving states mark and driving states moment.
With continued reference to Fig. 8, in the present example embodiment, target position determining module 720 may include first object position Set determination unit 821.Wherein:
First object position determination unit 821 can be used for determining the target position according to the stationary position.
With continued reference to Fig. 8, in the present example embodiment, the website judgment module 740 may include first condition With unit 822 and the first website determination unit 823.Wherein:
First condition matching unit 822 can be used for being judged described more according to each first data and the second data Whether a mobile terminal meets preset condition in the change information of the target location;
First website determination unit 823 can be used for when meeting the preset condition, determine the target position for public affairs Traffic website altogether.
In the present example embodiment, according to each first data and the second data, judge the multiple mobile whole It holds whether the change information of the target location meets preset condition, comprising:
According to the driving states moment, the same time is judged in the target location, user behavior state is by static State change is whether the quantity of the mobile terminal of driving states is greater than first threshold.
In the present example embodiment, according to each first data and the second data, judge that the multiple mobile terminal exists Whether the change information of the target location meets preset condition, further includes:
According to each stationary state moment and driving states moment, determine that the stationary state of each mobile terminal is held The continuous time, and judge whether the stationary state duration is consistent.
In the present example embodiment, the target position determining module can also include the second target position determination unit 824.Wherein:
Second target position determination unit 824 can be used for a designated position being determined as the target position.
In the present example embodiment, the website judgment module 740 may include second condition matching unit 825 and Second website determination unit 826.Wherein:
Second condition matching unit 825 can be used for judging the user behavior state of the multiple mobile terminal in the mesh Whether change at cursor position;
Second website determination unit 826 can be used for the user behavior state when the multiple mobile terminal in the target When not changing at position, determine that the target position is not public traffic station.
Further, in this example embodiment, another public traffic station judgment means are additionally provided.The public friendship Logical website judgment means can be applied to mobile terminal.Refering to what is shown in Fig. 9, the public traffic station judgment means 900 can wrap Include behavior state computing module 910 and behavior state uploading module 920.Wherein:
Behavior state computing module 910 can be used for calculating the user behavior state of current mobile terminal;
Behavior state uploading module 920 can be used for the user behavior state of the mobile terminal being uploaded to server, So that server according to the user behavior states of multiple mobile terminals a target location change information, determine described in Whether target position is public traffic station.
In the present example embodiment, it calculates the user behavior state of current mobile terminal and is uploaded to server and include:
The sensor information of the wireless network aspects information and/or the mobile terminal that are acquired according to the mobile terminal, Calculate the user behavior state of the mobile terminal.
In the present example embodiment, the behavior state uploading module may include the first data uploading unit and Two data uploading units.Wherein:
First data uploading unit can be used for when it is stationary state that the mobile terminal variation, which is calculated, and record is worked as The preceding time is the stationary state moment and record current location is stationary position, and stationary state is identified, stationary state Moment and stationary position are uploaded to the server as the first data;Second data uploading unit can be used for counting Calculation obtain mobile terminal variation be driving states when, record current time be the driving states moment, and by driving states mark with And the driving states moment is uploaded to the server as the second data.
The detail of each module/unit is in corresponding embodiment of the method part in above-mentioned public traffic station judgment means It has been be discussed in detail that, details are not described herein again.
It should be noted that although being referred to several modules or list for acting the equipment executed in the above detailed description Member, but this division is not enforceable.In fact, embodiment according to the present invention, it is above-described two or more Module or the feature and function of unit can embody in a module or unit.Conversely, an above-described mould The feature and function of block or unit can be to be embodied by multiple modules or unit with further division.
Those skilled in the art after considering the specification and implementing the invention disclosed here, will readily occur to of the invention its Its embodiment.This application is intended to cover any variations, uses, or adaptations of the invention, these modifications, purposes or Person's adaptive change follows general principle of the invention and including the undocumented common knowledge in the art of the present invention Or conventional techniques.The description and examples are only to be considered as illustrative, and true scope and spirit of the invention are by following Claim is pointed out.
It should be understood that the present invention is not limited to the precise structure already described above and shown in the accompanying drawings, and And various modifications and changes may be made without departing from the scope thereof.The scope of the present invention is limited only by the attached claims.

Claims (15)

1. a kind of public traffic station judgment method characterized by comprising
Obtain the user behavior state of multiple mobile terminals;
Determine a target position;
Determine change information of the user behavior state in the target location of the multiple mobile terminal;
According to the user behavior state of the multiple mobile terminal in the change information of the target location, the target is judged Whether position is public traffic station.
2. public traffic station judgment method according to claim 1, which is characterized in that obtain the use of multiple mobile terminals Family behavior state includes:
Determine that the mobile terminal is stationary state according to the first data that each mobile terminal uploads;First data packet Include stationary state mark, stationary state moment and stationary position;
Determine that the mobile terminal is driving states according to the second data that each mobile terminal uploads;Second data packet Include driving states mark and driving states moment.
3. public traffic station judgment method according to claim 2, which is characterized in that one target position of the determination packet It includes:
The target position is determined according to the stationary position.
4. public traffic station judgment method according to claim 3, which is characterized in that according to the multiple mobile terminal User behavior state in the change information of the target location, determine whether the target position is public traffic station, Include:
According to each first data and the second data, judge the multiple mobile terminal in the variation of the target location Whether information meets preset condition;
If meeting the preset condition, it is determined that the target position is public traffic station.
5. public traffic station judgment method according to claim 4, which is characterized in that according to each first data with And second data, judge whether the multiple mobile terminal meets preset condition in the change information of the target location, wraps It includes:
According to the driving states moment, the same time is judged in the target location, user behavior state is by stationary state Variation is whether the quantity of the mobile terminal of driving states is greater than first threshold.
6. public traffic station judgment method according to claim 5, which is characterized in that according to each first data and Two data, judge whether the multiple mobile terminal meets preset condition in the change information of the target location, further includes:
According to each stationary state moment and driving states moment, when determining that the stationary state of each mobile terminal continues Between, and judge whether the stationary state duration is consistent.
7. public traffic station judgment method according to claim 1, which is characterized in that one target position of the determination packet It includes:
One designated position is determined as the target position.
8. public traffic station judgment method according to claim 7, which is characterized in that according to the multiple mobile terminal User behavior state in the change information of the target location, determine whether the target position is public traffic station, Include:
If the user behavior state of the multiple mobile terminal does not change in the target location, it is determined that the mesh Cursor position is not public traffic station.
9. a kind of public traffic station judgment method characterized by comprising
Calculate the user behavior state of current mobile terminal;
The user behavior state of the mobile terminal is uploaded to server, so that server is according to multiple mobile terminals User behavior state determines whether the target position is public traffic station in the change information of a target location.
10. public traffic station judgment method according to claim 9, which is characterized in that calculate current mobile terminal User behavior state is simultaneously uploaded to server and includes:
According to the wireless network aspects information of mobile terminal acquisition and/or the sensor information of the mobile terminal, calculate The user behavior state of the mobile terminal.
11. public traffic station judgment method according to claim 9, which is characterized in that calculate current mobile terminal User behavior state is simultaneously uploaded to server and includes:
When it is stationary state that the mobile terminal variation, which is calculated, record current time is stationary state moment and record Current location is stationary position, and using stationary state mark, the stationary state moment and stationary position as First data are uploaded to the server;
When it is driving states that mobile terminal variation, which is calculated, record current time is driving states moment, and the shape that will drive a vehicle State mark and the driving states moment as the second data are uploaded to the server.
12. a kind of public traffic station judgment means characterized by comprising
User behavior state acquisition module, for obtaining the user behavior state of multiple mobile terminals;
Target position determining module, for determining a target position;
Change information determining module, for determining the user behavior state of the multiple mobile terminal in the target location Change information;
Website judgment module, for being believed according to the user behavior state of the multiple mobile terminal in the variation of a target location Breath, determines whether the target position is public traffic station.
13. a kind of public traffic station judgment means characterized by comprising
User behavior state computation module, for calculating the user behavior state of current mobile terminal;
User behavior state uploading module, for the user behavior state of the mobile terminal to be uploaded to server, so that clothes Business device, in the change information of a target location, determines the target position according to the user behavior state of multiple mobile terminals Whether set is public traffic station.
14. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that described program is processed The public traffic station judgment method as described in any one of claims 1 to 11 is realized when device executes.
15. a kind of electronic equipment characterized by comprising
One or more processors;
Storage device, for storing one or more programs, when one or more of programs are by one or more of processing When device executes, so that one or more of processors realize the public transport station as described in any one of claims 1 to 11 Point judgment method.
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