CN109547624A - A kind of motion state detection method and device - Google Patents

A kind of motion state detection method and device Download PDF

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Publication number
CN109547624A
CN109547624A CN201710866461.0A CN201710866461A CN109547624A CN 109547624 A CN109547624 A CN 109547624A CN 201710866461 A CN201710866461 A CN 201710866461A CN 109547624 A CN109547624 A CN 109547624A
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China
Prior art keywords
mobile terminal
confidence score
intelligent mobile
state
wifi
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CN201710866461.0A
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CN109547624B (en
Inventor
刘沙
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Alibaba China Co Ltd
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Autonavi Information Technology Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04MTELEPHONIC COMMUNICATION
    • H04M1/00Substation equipment, e.g. for use by subscribers
    • H04M1/72Mobile telephones; Cordless telephones, i.e. devices for establishing wireless links to base stations without route selection
    • H04M1/724User interfaces specially adapted for cordless or mobile telephones
    • H04M1/72403User interfaces specially adapted for cordless or mobile telephones with means for local support of applications that increase the functionality
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04MTELEPHONIC COMMUNICATION
    • H04M1/00Substation equipment, e.g. for use by subscribers
    • H04M1/72Mobile telephones; Cordless telephones, i.e. devices for establishing wireless links to base stations without route selection
    • H04M1/724User interfaces specially adapted for cordless or mobile telephones
    • H04M1/72448User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W24/00Supervisory, monitoring or testing arrangements
    • H04W24/08Testing, supervising or monitoring using real traffic
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • H04W4/025Services making use of location information using location based information parameters
    • H04W4/027Services making use of location information using location based information parameters using movement velocity, acceleration information

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Human Computer Interaction (AREA)
  • Telephone Function (AREA)

Abstract

This application provides a kind of motion state detection method and device, motion state detection method includes: to obtain the communication information of intelligent mobile terminal within a preset time;Using the communication information of intelligent mobile terminal within a preset time, does not need to be adapted to individual mobile terminal model in the above manner, expand the scope of application of motion state detection method, improve the versatility of motion state detection method.

Description

A kind of motion state detection method and device
Technical field
This application involves motion state detection field, in particular to a kind of motion state detection method and device.
Background technique
It improving with the development of science and technology, the application on intelligent mobile terminal (such as smart phone) continues to introduce new, It becomes increasingly abundant.Wherein, most application on intelligent mobile terminal is closely bound up with the work and life of user, such as can be used for navigating Or the motion state detection application of monitoring human motion state.
Currently, intelligent mobile terminal mainly carries out motion state detection using sensor.But it is transported using sensor The defect of dynamic state-detection has: since the exploitation of each sensor manufacturer, manufacturing capacity are irregular, leading to some intelligent mobiles Sensor in terminal does not support motion state detection algorithm, so that intelligent mobile terminal can not carry out motion state detection, leads to It is poor with property.
Summary of the invention
In order to solve the above technical problems, the embodiment of the present application provides a kind of motion state detection method and device, to reach Expand the scope of application of motion state detection method, improves the purpose of the versatility of motion state detection method, technical solution is such as Under:
A kind of motion state detection method, comprising:
Obtain the communication information of intelligent mobile terminal within a preset time;
Using the communication information of the intelligent mobile terminal within a preset time, to the movement shape of the intelligent mobile terminal State is detected, and motion state detection result is obtained.
Preferably, using the communication information of the intelligent mobile terminal, to the motion state of the intelligent mobile terminal into Row detection, obtains motion state detection result, comprising:
Obtain the initial confidence score of state, the initial confidence score of stationary state and the walking by bus of the intelligent mobile terminal The initial confidence score of state;
Using GPS signal, the WiFi of the intelligent mobile terminal within a preset time scan link information, base station scans connect Any one information in information and GPS signal signal-to-noise ratio is connect, the initial confidence of state by bus of the intelligent mobile terminal is adjusted The initial confidence score of score, stationary state and the initial confidence score of ambulatory status;
By state confidence score, stationary state confidence score and the walking shape by bus of the intelligent mobile terminal adjusted The corresponding motion state of highest confidence score in state confidence score, the motion state as the intelligent mobile terminal.
Preferably, using the communication information of the intelligent mobile terminal, to the motion state of the intelligent mobile terminal into Row detection, obtains motion state detection result, comprising:
Obtain the initial confidence score of state, the initial confidence score of stationary state and the walking by bus of the intelligent mobile terminal The initial confidence score of state;
Link information, base station scans connection are scanned from GPS signal, the WiFi of the intelligent mobile terminal within a preset time At least any two kinds of information is chosen in information and GPS signal signal-to-noise ratio, is used as adjustment information;
Using each adjustment information, adjust separately the intelligent mobile terminal the initial confidence score of state by bus, The initial confidence score of stationary state and the initial confidence score of ambulatory status;
By the initial confidence score of state, static by bus of each adjustment information intelligent mobile terminal adjusted The initial confidence score of state and the initial confidence score of ambulatory status obtain each multiplied by the weighted value of corresponding adjustment information The secondary adjustment confidence score of state, the secondary adjustment of stationary state by bus of the corresponding intelligent mobile terminal of the adjustment information Confidence score and the secondary adjustment confidence score of ambulatory status;
By the secondary adjustment confidence score phase of state by bus of the corresponding intelligent mobile terminal of each adjustment information Add, obtains the final confidence score of state by bus;
By the secondary adjustment confidence score phase of stationary state of the corresponding intelligent mobile terminal of each adjustment information Add, obtains the final confidence score of stationary state;
By the secondary adjustment confidence score phase of ambulatory status of the corresponding intelligent mobile terminal of each adjustment information Add, obtains the final confidence score of ambulatory status;
The final confidence score of state, the final confidence score of the stationary state and the ambulatory status by bus is final Motion state of the corresponding motion state of highest confidence score as the intelligent mobile terminal in confidence score.
Preferably, the GPS signal using the intelligent mobile terminal within a preset time adjusts the intelligent mobile terminal By bus the initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status, comprising:
It is to be drawn according to by the GPS signal of the intelligent mobile terminal within a preset time with the velocity information in GPS signal It is divided into low speed GPS signal, middling speed GPS signal and high speed GPS signal, and counts the quantity of low speed GPS signal, middling speed GPS signal Quantity and high speed GPS signal quantity;
Judge whether the quantity of the high speed GPS signal is greater than 2;
If the quantity of the high speed GPS signal is greater than 2, the intelligence is improved according to the upper modulation of the first preset ratio The initial confidence score of state by bus of mobile terminal, and according to intelligent sliding described in the downward amplitude reduction of first preset ratio The initial confidence score of stationary state and the initial confidence score of ambulatory status of dynamic terminal, first preset ratio are greater than 1 Number;
If the quantity of the high speed GPS signal is not more than 2, judge whether the quantity of the middling speed GPS signal is greater than 2;
If the quantity of the middling speed GPS signal is greater than 2, the intelligence is improved according to the upper modulation of the second preset ratio The initial confidence score of state by bus of mobile terminal, and according to intelligent sliding described in the downward amplitude reduction of second preset ratio The initial confidence score of stationary state and the initial confidence score of ambulatory status of dynamic terminal, second preset ratio are greater than 1 Several and described second preset ratio is less than first preset ratio;
If the quantity of the middling speed GPS signal is not more than 2, judge whether the quantity of the low speed GPS signal is greater than 2;
If the quantity of the low speed GPS signal is greater than 2, the initial confidence of stationary state of the intelligent mobile terminal is reduced Score.
Preferably, link information is scanned using the WiFi of the intelligent mobile terminal within a preset time, adjusts the intelligence The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of energy mobile terminal, Include:
It is obtained in the preset time from the WiFi scanning link information of the intelligent mobile terminal within a preset time The time point of the twice WiFi scanning nearest apart from current time, respectively first time point and the second time point, described first Time point is earlier than second time point;
The time interval of the first time point Yu the current time is calculated, x1 is labeled as;
It is obtained in the preset time from the WiFi scanning link information of the intelligent mobile terminal within a preset time The address WiFi that the twice WiFi nearest apart from current time is scanned;
It counts in the preset time in the address WiFi that current time nearest WiFi twice is scanned The number of the identical address WiFi, and the number according to the identical address WiFi counted determines that distance is current in the preset time The address the WiFi registration of the scanning of WiFi twice of moment recently, is labeled as y1;
If coordinate pair (x1, y1) is in first threshold range, then the stationary state for improving the intelligent mobile terminal is initial Confidence score and the initial confidence score of ambulatory status, the first threshold range are ambulatory status linear function y+A1x-B1=0 The range of coordinate points composition in plane right-angle coordinate above corresponding straight line;
If the coordinate pair (x1, y1) within the scope of second threshold, then improves the state by bus of the intelligent mobile terminal Initial confidence score, the second threshold range are to ride state linear function y+A2x-B2=0 in plane right-angle coordinate The range of coordinate points composition below corresponding straight line, the A2 are greater than the A1.
Preferably, link information is scanned using the WiFi of the intelligent mobile terminal within a preset time, adjusts the intelligence The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of energy mobile terminal, Include:
If the WiFi scanning link information of the intelligent mobile terminal within a preset time remains unchanged, the intelligence is judged Can WiFi signal intensity in the WiFi scanning link information of mobile terminal within a preset time preset in the sub- time whether be Decline trend and the range of decrease are more than the first default WiFi signal intensity value;
If so, the initial confidence score of the stationary state for reducing the intelligent mobile terminal;
If including at least two different in the WiFi scanning link information of the intelligent mobile terminal within a preset time WiFi scans link information, then judges that WiFi connects in the WiFi scanning link information of the intelligent mobile terminal within a preset time For WiFi signal intensity after connecing switching compared to the WiFi signal intensity before WiFi connection switching, whether amplification is default more than second WiFi signal intensity value;
If so, the initial confidence score of the stationary state for reducing the intelligent mobile terminal.
Preferably, link information is scanned using the WiFi of the intelligent mobile terminal within a preset time, adjusts the intelligence The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of energy mobile terminal, Include:
If nearest apart from current time in the WiFi scanning link information of the intelligent mobile terminal within a preset time It is that non-moving WiFi scans link information that WiFi, which scans link information, then the state by bus for reducing the intelligent mobile terminal is initial Confidence score.
Preferably, the base station scans link information using the intelligent mobile terminal within a preset time, adjusts the intelligence The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of energy mobile terminal, Include:
Count different base station scanning connection in the base station scans link information of the intelligent mobile terminal within a preset time The number of information;
Judge different base station scanning connection in the base station scans link information of the intelligent mobile terminal within a preset time Whether the number of information is greater than predetermined number;
If so, the initial confidence score of the stationary state for reducing the intelligent mobile terminal and the initial confidence of ambulatory status point Number.
Preferably, the GPS signal signal-to-noise ratio using the intelligent mobile terminal within a preset time, adjusts the intelligent sliding The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of dynamic terminal, comprising:
Average calculating operation is carried out to the GPS signal signal-to-noise ratio of the intelligent mobile terminal within a preset time, obtains the intelligence It can the GPS signal average signal-to-noise ratio of mobile terminal within a preset time;
If the GPS signal average signal-to-noise ratio of the intelligent mobile terminal within a preset time is less than snr threshold, drop The initial confidence score of state by bus of the low intelligent mobile terminal.
A kind of motion state detection device, comprising:
Module is obtained, for obtaining the communication information of intelligent mobile terminal within a preset time;
Detection module, for the communication information using the intelligent mobile terminal within a preset time, to the intelligent sliding The motion state of dynamic terminal is detected, and motion state detection result is obtained.
Preferably, the detection module includes:
First acquisition unit, for obtaining the initial confidence score of state, stationary state by bus of the intelligent mobile terminal Initial confidence score and the initial confidence score of ambulatory status;
The first adjustment unit is connected for being scanned using GPS signal, the WiFi of the intelligent mobile terminal within a preset time Any one information in information, base station scans link information and GPS signal signal-to-noise ratio is connect, the intelligent mobile terminal is adjusted The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus;
First determination unit, for by the intelligent mobile terminal adjusted by bus state confidence score, static shape The corresponding motion state of highest confidence score in state confidence score and ambulatory status confidence score, as the intelligent mobile terminal Motion state.
Preferably, the detection module includes:
Second acquisition unit, for obtaining the initial confidence score of state, stationary state by bus of the intelligent mobile terminal Initial confidence score and the initial confidence score of ambulatory status;
Selection unit, for GPS signal, the WiFi scanning connection letter from the intelligent mobile terminal within a preset time At least any two kinds of information is chosen in breath, base station scans link information and GPS signal signal-to-noise ratio, is used as adjustment information;
Second adjustment unit adjusts separately riding for the intelligent mobile terminal for utilizing each adjustment information The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status;
Third adjustment unit, for by each adjustment information intelligent mobile terminal adjusted by bus state Initial confidence score, the initial confidence score of stationary state and the initial confidence score of ambulatory status are multiplied by corresponding adjustment information Weighted value, obtain the corresponding intelligent mobile terminal of each adjustment information by bus the secondary adjustment confidence of state divide Number, the secondary adjustment confidence score of stationary state and the secondary adjustment confidence score of ambulatory status;
First computing unit, for by the state two by bus of the corresponding intelligent mobile terminal of each adjustment information Secondary adjustment confidence score is added, and obtains the final confidence score of state by bus;
Second computing unit, for by the stationary state two of the corresponding intelligent mobile terminal of each adjustment information Secondary adjustment confidence score is added, and obtains the final confidence score of stationary state;
Third computing unit, for by the ambulatory status two of the corresponding intelligent mobile terminal of each adjustment information Secondary adjustment confidence score is added, and obtains the final confidence score of ambulatory status;
Second determination unit, for the final confidence score of state, the final confidence score of the stationary state of described riding Motion state corresponding with confidence score highest in the final confidence score of the ambulatory status is as the intelligent mobile terminal Motion state.
Preferably, the first adjustment unit or the second adjustment unit include:
Divide subelement, for the velocity information in GPS signal be according to by the intelligent mobile terminal when default Interior GPS signal is divided into low speed GPS signal, middling speed GPS signal and high speed GPS signal;
First statistics subelement, quantity, the quantity of middling speed GPS signal and high speed GPS for counting low speed GPS signal are believed Number quantity;
First judgment sub-unit, for judging whether the quantity of the high speed GPS signal is greater than 2, if the high speed GPS believes Number quantity be greater than 2, execute the first adjustment subelement, if the quantity of the high speed GPS signal be not more than 2, execute second judgement Subelement;
The first adjustment subelement, for improving the intelligent mobile terminal according to the upper modulation of the first preset ratio The initial confidence score of state by bus, and lower intelligent mobile terminal described in amplitude reduction according to first preset ratio The initial confidence score of stationary state and the initial confidence score of ambulatory status, first preset ratio are the number greater than 1;
Second judgment sub-unit, for judging whether the quantity of the middling speed GPS signal is greater than 2, if the middling speed The quantity of GPS signal is greater than 2, executes second adjustment subelement, if the quantity of the middling speed GPS signal is not more than 2, executes third Judgment sub-unit;
The second adjustment subelement, for improving the intelligent mobile terminal according to the upper modulation of the second preset ratio The initial confidence score of state by bus, and lower intelligent mobile terminal described in amplitude reduction according to second preset ratio The initial confidence score of stationary state and the initial confidence score of ambulatory status, second preset ratio are greater than 1 number and described Second preset ratio is less than first preset ratio;
The third judgment sub-unit, for judging whether the quantity of the low speed GPS signal is greater than 2, if the low speed The quantity of GPS signal is greater than 2, executes third and adjusts subelement;
The third adjusts subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal.
Preferably, the first adjustment unit or the second adjustment unit include:
First obtains subelement, for scanning in link information from the WiFi of the intelligent mobile terminal within a preset time Obtain the time point of the scanning of WiFi twice nearest apart from current time in the preset time, respectively first time point and the At two time points, the first time point is earlier than second time point;
First computation subunit is labeled as calculating the time interval of the first time point Yu the current time x1;
Second obtains subelement, for scanning in link information from the WiFi of the intelligent mobile terminal within a preset time It obtains in the preset time apart from the address WiFi that current time nearest WiFi twice is scanned;
Second statistics subelement scans institute apart from current time nearest WiFi twice for counting in the preset time The number of the identical address WiFi in the address WiFi scanned;
First determines subelement, for determined according to the number of the identical address WiFi counted in the preset time away from The address the WiFi registration of the twice WiFi scanning nearest from current time, is labeled as y1;
4th adjustment subelement, if then improving the intelligent mobile in first threshold range for coordinate pair (x1, y1) The initial confidence score of the stationary state of terminal and the initial confidence score of ambulatory status, the first threshold range are ambulatory status line Property coordinate points composition in plane right-angle coordinate above corresponding straight line of function y+A1x-B1=0 range;
5th adjustment subelement, if then improving the intelligence within the scope of second threshold for the coordinate pair (x1, y1) The initial confidence score of state by bus of mobile terminal, the second threshold range are the state linear function y+A2x-B2=0 that rides The range of coordinate points composition in plane right-angle coordinate below corresponding straight line, the A2 are greater than the A1.
Preferably, the first adjustment unit or the second adjustment unit include:
4th judgment sub-unit, if being protected for the WiFi scanning link information of the intelligent mobile terminal within a preset time Hold it is constant, then judge the intelligent mobile terminal within a preset time WiFi scanning link information in WiFi signal intensity exist Whether be decline trend and the range of decrease is more than the first default WiFi signal intensity value if presetting in the sub- time, if so, executing the 6th adjustment Subelement;
The 6th adjustment subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal;
5th judgment sub-unit, if in the WiFi scanning link information of the intelligent mobile terminal within a preset time Link information is scanned including at least two different WiFi, then judges that the WiFi of the intelligent mobile terminal within a preset time is swept The WiFi signal intensity in link information after WiFi connection switching is retouched compared to the WiFi signal intensity before WiFi connection switching, is increased Whether width is more than the second default WiFi signal intensity value, if so, executing the 7th adjustment subelement;
The 7th adjustment subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal.
Preferably, the first adjustment unit or the second adjustment unit include:
8th adjustment subelement, if in the WiFi scanning link information of the intelligent mobile terminal within a preset time The WiFi scanning link information nearest apart from current time is that non-moving WiFi scans link information, then reduces the intelligent mobile The initial confidence score of state by bus of terminal.
Preferably, the first adjustment unit or the second adjustment unit include:
Third counts subelement, for counting the base station scans link information of the intelligent mobile terminal within a preset time The number of middle different base station scanning link information;
6th judgment sub-unit, for judging the base station scans link information of the intelligent mobile terminal within a preset time Whether the number of middle different base station scanning link information is greater than predetermined number, if so, executing the 9th adjustment subelement;
The 9th adjustment subelement, for reducing the initial confidence score of stationary state and step of the intelligent mobile terminal The initial confidence score of row state.
Preferably, the first adjustment unit or the second adjustment unit include:
Second computation subunit, for being carried out to the GPS signal signal-to-noise ratio of the intelligent mobile terminal within a preset time Average calculating operation obtains the GPS signal average signal-to-noise ratio of the intelligent mobile terminal within a preset time;
Tenth adjustment subelement, if the GPS signal average signal-to-noise ratio for the intelligent mobile terminal within a preset time Less than snr threshold, then the initial confidence score of state by bus of the intelligent mobile terminal is reduced.
Compared with prior art, the application has the beneficial effect that
In this application, since the variation of the motion state of intelligent mobile terminal can cause the communication of intelligent mobile terminal It influences, therefore the application utilizes the communication information influenced by motion state variation, which kind of corresponding detection motion state has occurred Variation.And since all intelligent mobile terminals are supported to be communicated with outside, the communication of all intelligent mobile terminals Information can be acquired, and all intelligent mobile terminals support motion state detection, not needed to individual mobile phone Type is adapted to, and expands the scope of application of motion state detection method, improves the versatility of motion state detection method.
Detailed description of the invention
In order to more clearly explain the technical solutions in the embodiments of the present application, make required in being described below to embodiment Attached drawing is briefly described, it should be apparent that, the drawings in the following description are only some examples of the present application, for For those of ordinary skill in the art, without any creative labor, it can also be obtained according to these attached drawings His attached drawing.
Fig. 1 is a kind of flow chart of motion state detection method provided by the present application;
Fig. 2 is a kind of sub-process figure of motion state detection method provided by the present application;
Fig. 3 is another sub-process figure of motion state detection method provided by the present application;
Fig. 4 is the distribution schematic diagram of the address WiFi provided by the present application registration;
Fig. 5 is a kind of logical construction schematic diagram of motion state detection device provided by the present application;
Fig. 6 is a kind of logical construction schematic diagram of detection module provided by the present application;
Fig. 7 is another logical construction schematic diagram of detection module provided by the present application.
Specific embodiment
Below in conjunction with the attached drawing in the embodiment of the present application, technical solutions in the embodiments of the present application carries out clear, complete Site preparation description, it is clear that described embodiments are only a part of embodiments of the present application, instead of all the embodiments.It is based on Embodiment in the application, it is obtained by those of ordinary skill in the art without making creative efforts every other Embodiment shall fall in the protection scope of this application.
It improves with the development of science and technology, the operational capability of intelligent mobile terminal (such as smart phone), network rate are all Fast lifting is obtained.Also, intelligent mobile terminal has advantage richly endowed by nature, i.e., easy to carry.And portable spy Property carrier can be made easily to carry intelligent mobile terminal, so that intelligent mobile terminal and carrier's physical motion be made to protect It holds unanimously, is based on this characteristic, can use the detection to the motion state of intelligent mobile terminal and realize to human motion state Detection.Certainly, motion state detection is carried out using intelligent mobile terminal to be not limited to be applied to human motion state detection side Face is also applied to any desired field.
The actuality application of motion state detection based on smart motion terminal, the application is in order to make most intelligent slidings Dynamic terminal supports motion state detection, therefore provides a kind of new motion state detection method, to expand motion state detection side The scope of application of method.
Referring to Figure 1, it illustrates a kind of flow chart of motion state detection method provided by the present application, may include with Lower step:
Step S101: the communication information of intelligent mobile terminal within a preset time is obtained.
In the present embodiment, the communication information of intelligent mobile terminal within a preset time specifically can with but be not limited to wrap It includes: GPS signal, WiFi scanning link information, base station scans link information and GPS signal signal-to-noise ratio.
Step S102: whole to the intelligent mobile using the communication information of the intelligent mobile terminal within a preset time The motion state at end is detected, and motion state detection result is obtained.
Since the variation of the motion state of intelligent mobile terminal can impact the communication of intelligent mobile terminal, this Embodiment utilizes the intelligent mobile terminal affected communication information within a preset time in turn, and corresponding detection intelligent mobile is whole Which kind of variation is the motion state of end within a preset time have occurred, so that it is determined that the motion state of intelligent mobile terminal.
In this application, since the variation of the motion state of intelligent mobile terminal can cause the communication of intelligent mobile terminal It influences, therefore the application utilizes the communication information influenced by motion state variation, which kind of corresponding detection motion state has occurred Variation.And since all intelligent mobile terminals are supported to be communicated with outside, the communication of all intelligent mobile terminals Information can be acquired, and all intelligent mobile terminals support motion state detection, not needed to individual mobile phone Type is adapted to, and expands the scope of application of motion state detection method, improves the versatility of motion state detection method.
In the present embodiment, the above-mentioned communication information using the intelligent mobile terminal, to the intelligent mobile terminal Motion state is detected, and the detailed process for obtaining motion state detection result may refer to Fig. 2, as shown in Fig. 2, may include Following steps:
Step S11: the initial confidence score of state, the initial confidence of stationary state point by bus of the intelligent mobile terminal are obtained The several and initial confidence score of ambulatory status.
Step S12: link information, base are scanned using GPS signal, the WiFi of the intelligent mobile terminal within a preset time Stand scanning link information and GPS signal signal-to-noise ratio in any one information, adjust the intelligent mobile terminal by bus state Initial confidence score, the initial confidence score of stationary state and the initial confidence score of ambulatory status.
Step S13: by the state confidence score, stationary state confidence score by bus of the intelligent mobile terminal adjusted Motion state corresponding with highest confidence score in ambulatory status confidence score, the movement shape as the intelligent mobile terminal State.
By state confidence score, stationary state confidence score and the walking shape by bus of the intelligent mobile terminal adjusted The corresponding motion state of highest confidence score in state confidence score, the motion state as the intelligent mobile terminal specifically: If the state confidence score highest by bus of intelligent mobile terminal adjusted, it is determined that the motion state of intelligent mobile terminal is to multiply Car state;If the stationary state confidence score highest of intelligent mobile terminal adjusted, it is determined that the movement of intelligent mobile terminal State is stationary state;If the ambulatory status confidence score highest of intelligent mobile terminal adjusted, it is determined that intelligent mobile is whole The motion state at end is ambulatory status.
In the present embodiment, the above-mentioned communication information using the intelligent mobile terminal, to the intelligent mobile terminal Motion state is detected, and obtains the detailed process of motion state detection result referring also to Fig. 3, as shown in figure 3, can wrap Include following steps:
Step S21: the initial confidence score of state, the initial confidence of stationary state point by bus of the intelligent mobile terminal are obtained The several and initial confidence score of ambulatory status.
Step S22: link information, base station are scanned from GPS signal, the WiFi of the intelligent mobile terminal within a preset time At least any two kinds of information is chosen in scanning link information and GPS signal signal-to-noise ratio, is used as adjustment information.
Step S23: utilizing each adjustment information, and the state by bus for adjusting separately the intelligent mobile terminal is initially set Believe score, the initial confidence score of stationary state and the initial confidence score of ambulatory status.
Step S24: by the initial confidence of state by bus of each adjustment information intelligent mobile terminal adjusted The initial confidence score of score, stationary state and the initial confidence score of ambulatory status multiplied by corresponding adjustment information weight Value obtains the secondary adjustment confidence score of state, static by bus of the corresponding intelligent mobile terminal of each adjustment information The secondary adjustment confidence score of state and the secondary adjustment confidence score of ambulatory status.
Step S25: the secondary adjustment of state by bus of the corresponding intelligent mobile terminal of each adjustment information is set Believe that score is added, obtains the final confidence score of state by bus.
Step S26: the secondary adjustment of the stationary state of the corresponding intelligent mobile terminal of each adjustment information is set Believe that score is added, obtains the final confidence score of stationary state.
Step S27: the secondary adjustment of the ambulatory status of the corresponding intelligent mobile terminal of each adjustment information is set Believe that score is added, obtains the final confidence score of ambulatory status.
It should be noted that the example that step S27 is a kind of execution sequence is gone to from step S25 in the present embodiment, The application is not defined the execution sequence of step S25, S26 and S27, and three steps can be held according to any execution sequence Row, e.g., can first carry out step S26, then execute step S25 and S27.
It is understood that can just jump to step S28 after the completion of step S25, S26 and S27 are all executed.
Step S28: will the final confidence score of state, the final confidence score of the stationary state and the walking by bus Motion state of the corresponding motion state of highest confidence score as the intelligent mobile terminal in the final confidence score of state.
In the present embodiment, it now illustrates and the detailed process of step S21 to step S28 is illustrated, for example, from the intelligence It can GPS signal, WiFi scanning link information, base station scans link information and the GPS signal letter of mobile terminal within a preset time It makes an uproar than middle selection GPS signal and WiFi scanning link information, is used as adjustment information, then corresponding step S21 is to step S28's Implementation procedure are as follows:
A11: obtain the intelligent mobile terminal by bus the initial confidence score of state, the initial confidence score of stationary state and The initial confidence score of ambulatory status.
A12: link information, base station scans are scanned from GPS signal, the WiFi of the intelligent mobile terminal within a preset time GPS signal is chosen in link information and GPS signal signal-to-noise ratio and WiFi scans link information, is used as adjustment information.
A13: link information is scanned using intelligent mobile terminal GPS signal within a preset time and WiFi, respectively The initial confidence score of state, the initial confidence score of stationary state and the ambulatory status by bus for adjusting the intelligent mobile terminal are initial Confidence score.
A14: by the GPS signal of the intelligent mobile terminal within a preset time intelligent mobile terminal adjusted The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status are multiplied by the intelligent sliding by bus The weighted value of the GPS signal of dynamic terminal within a preset time obtains the GPS signal of the intelligent mobile terminal within a preset time The secondary adjustment confidence score of state, the secondary adjustment confidence score of stationary state and the step by bus of the corresponding intelligent mobile terminal The secondary adjustment confidence score of row state;
The WiFi of the intelligent mobile terminal within a preset time is scanned into the link information intelligent mobile adjusted The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of terminal are multiplied by described The weighted value of the WiFi scanning link information of intelligent mobile terminal within a preset time, obtains the intelligent mobile terminal default It is the secondary adjustment confidence score of state by bus of the corresponding intelligent mobile terminal of WiFi scanning link information in time, static The secondary adjustment confidence score of state and the secondary adjustment confidence score of ambulatory status.
A15: by multiplying for the intelligent mobile terminal corresponding intelligent mobile terminal of GPS signal within a preset time The WiFi scanning link information of the secondary adjustment confidence score and the intelligent mobile terminal of car state within a preset time is corresponding The secondary adjustment confidence score of state by bus of the intelligent mobile terminal is added, and obtains the final confidence score of state by bus.
A16: by the quiet of the corresponding intelligent mobile terminal of the GPS signal of the intelligent mobile terminal within a preset time Only the WiFi scanning link information of the secondary adjustment confidence score and the intelligent mobile terminal of state within a preset time is corresponding The secondary adjustment confidence score of the stationary state of the intelligent mobile terminal is added, and obtains the final confidence score of stationary state.
A17: by the step of the corresponding intelligent mobile terminal of the GPS signal of the intelligent mobile terminal within a preset time The WiFi scanning link information of the secondary adjustment confidence score and the intelligent mobile terminal of row state within a preset time is corresponding The secondary adjustment confidence score of the ambulatory status of the intelligent mobile terminal is added, and obtains the final confidence score of ambulatory status.
It should be noted that the example that step A17 is a kind of execution sequence is gone to from step A15 in the present embodiment, The application is not defined the execution sequence of step A15, A16 and A17, and three steps can be held according to any execution sequence Row, e.g., can first carry out step A16, then execute step A15 and A17.
It is understood that can just jump to step A18 after the completion of step A15, A16 and A17 are all executed.
A18: will the final confidence score of state, the final confidence score of the stationary state and the ambulatory status by bus Motion state of the corresponding motion state of highest confidence score as the intelligent mobile terminal in final confidence score.
If the final confidence score highest of state by bus, it is determined that the motion state of intelligent mobile terminal is state of riding;If The final confidence score highest of stationary state, it is determined that the motion state of intelligent mobile terminal is stationary state;If ambulatory status is most Whole confidence score highest, it is determined that the motion state of intelligent mobile terminal is ambulatory status.
In the present embodiment, it then illustrates the detailed process of step S21 to step S28 is illustrated, for example, from the intelligence It can GPS signal, WiFi scanning link information, base station scans link information and the GPS signal letter of mobile terminal within a preset time It makes an uproar than middle selection GPS signal, WiFi scanning link information, base station scans link information and GPS signal signal-to-noise ratio, as adjustment Information, the then implementation procedure of the step S21 to step S28 corresponded to are as follows:
A21: obtain the intelligent mobile terminal by bus the initial confidence score of state, the initial confidence score of stationary state and The initial confidence score of ambulatory status.
A22: link information, base station scans are scanned from GPS signal, the WiFi of the intelligent mobile terminal within a preset time GPS signal, WiFi scanning link information, base station scans link information and GPS letter are chosen in link information and GPS signal signal-to-noise ratio Number signal-to-noise ratio is used as adjustment information.
A23: using GPS signal, the WiFi of the intelligent mobile terminal within a preset time scan link information, base station is swept Link information and GPS signal signal-to-noise ratio are retouched, the initial confidence score of state, static by bus of the intelligent mobile terminal is adjusted separately The initial confidence score of state and the initial confidence score of ambulatory status.
A24: by the GPS signal of the intelligent mobile terminal within a preset time intelligent mobile terminal adjusted The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status are multiplied by the intelligent sliding by bus The weighted value of the GPS signal of dynamic terminal within a preset time obtains the GPS signal of the intelligent mobile terminal within a preset time The secondary adjustment confidence score of state, the secondary adjustment confidence score of stationary state and the step by bus of the corresponding intelligent mobile terminal The secondary adjustment confidence score of row state;
The WiFi of the intelligent mobile terminal within a preset time is scanned into the link information intelligent mobile adjusted The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of terminal are multiplied by described The weighted value of the WiFi scanning link information of intelligent mobile terminal within a preset time, obtains the intelligent mobile terminal default It is the secondary adjustment confidence score of state by bus of the corresponding intelligent mobile terminal of WiFi scanning link information in time, static The secondary adjustment confidence score of state and the secondary adjustment confidence score of ambulatory status;
By the base station scans link information of the intelligent mobile terminal within a preset time intelligent mobile adjusted The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of terminal are multiplied by described The weighted value of the base station scans link information of intelligent mobile terminal within a preset time obtains the intelligent mobile terminal default It is the secondary adjustment confidence score of state by bus of the corresponding intelligent mobile terminal of base station scans link information in time, static The secondary adjustment confidence score of state and the secondary adjustment confidence score of ambulatory status;
By the GPS signal signal-to-noise ratio of the intelligent mobile terminal within a preset time intelligent mobile terminal adjusted By bus the initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status multiplied by the intelligence The weighted value of the GPS signal signal-to-noise ratio of mobile terminal within a preset time, obtains the intelligent mobile terminal within a preset time The corresponding intelligent mobile terminal of GPS signal signal-to-noise ratio the secondary adjustment confidence score of state, stationary state are secondary by bus Adjust confidence score and the secondary adjustment confidence score of ambulatory status.
A25: by multiplying for the intelligent mobile terminal corresponding intelligent mobile terminal of GPS signal within a preset time The corresponding institute of WiFi scanning link information of the secondary adjustment confidence score of car state, the intelligent mobile terminal within a preset time The secondary adjustment confidence score of state, the base station of the intelligent mobile terminal within a preset time by bus for stating intelligent mobile terminal are swept Retouch the secondary adjustment confidence score of state and the intelligent mobile terminal by bus of the corresponding intelligent mobile terminal of link information The secondary adjustment confidence score phase of state by bus of the corresponding intelligent mobile terminal of GPS signal signal-to-noise ratio within a preset time Add, obtains the final confidence score of state by bus.
A26: by the quiet of the corresponding intelligent mobile terminal of the GPS signal of the intelligent mobile terminal within a preset time The only corresponding institute of WiFi scanning link information of the secondary adjustment confidence score of state, the intelligent mobile terminal within a preset time State the secondary adjustment confidence score of stationary state of intelligent mobile terminal, the base station of the intelligent mobile terminal within a preset time is swept Retouch the secondary adjustment confidence score of stationary state and the intelligent mobile terminal of the corresponding intelligent mobile terminal of link information The secondary adjustment confidence score phase of the stationary state of the corresponding intelligent mobile terminal of GPS signal signal-to-noise ratio within a preset time Add, obtains the final confidence score of stationary state.
A27: by the step of the corresponding intelligent mobile terminal of the GPS signal of the intelligent mobile terminal within a preset time The WiFi scanning link information of the secondary adjustment confidence score and the intelligent mobile terminal of row state within a preset time is corresponding The secondary adjustment confidence score of the ambulatory status of the intelligent mobile terminal, the base station of the intelligent mobile terminal within a preset time The secondary adjustment confidence score of ambulatory status and the intelligent mobile for scanning the corresponding intelligent mobile terminal of link information are whole The secondary adjustment confidence score of ambulatory status of the corresponding intelligent mobile terminal of GPS signal signal-to-noise ratio of end within a preset time It is added, obtains the final confidence score of ambulatory status.
It should be noted that the example that step A27 is a kind of execution sequence is gone to from step A25 in the present embodiment, The application is not defined the execution sequence of step A25, A26 and A27, and three steps can be held according to any execution sequence Row, e.g., can first carry out step A26, then execute step A25 and A27.
It is understood that can just jump to step A28 after the completion of step A25, A26 and A27 are all executed.
A28: will the final confidence score of state, the final confidence score of the stationary state and the ambulatory status by bus Motion state of the corresponding motion state of highest confidence score as the intelligent mobile terminal in final confidence score.
If the final confidence score highest of state by bus, it is determined that the motion state of intelligent mobile terminal is state of riding;If The final confidence score highest of stationary state, it is determined that the motion state of intelligent mobile terminal is stationary state;If ambulatory status is most Whole confidence score highest, it is determined that the motion state of intelligent mobile terminal is ambulatory status.
In the present embodiment, the GPS signal using the intelligent mobile terminal within a preset time adjusts the intelligent sliding The specific of the initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status of riding of dynamic terminal Process can be with are as follows:
A31: being to believe according to by the GPS of the intelligent mobile terminal within a preset time with the velocity information in GPS signal Number it is divided into low speed GPS signal, middling speed GPS signal and high speed GPS signal, and counts the quantity of low speed GPS signal, middling speed GPS The quantity of signal and the quantity of high speed GPS signal.
A32: judge whether the quantity of the high speed GPS signal is greater than 2.
If so, step A33 is executed, if it is not, executing step A34.
A33: the initial confidence of state by bus of the intelligent mobile terminal is improved according to the upper modulation of the first preset ratio Score, and according to the initial confidence of stationary state for lowering intelligent mobile terminal described in amplitude reduction point of first preset ratio The several and initial confidence score of ambulatory status, first preset ratio are the number greater than 1.
When the quantity of high speed GPS signal is more, illustrate the movement speed of intelligent mobile terminal quickly, therefore significantly mention High intelligent mobile terminal by bus the initial confidence score of state, reduce intelligent mobile terminal the initial confidence score of stationary state and The initial confidence score of ambulatory status.
In the present embodiment, the state by bus of the intelligent mobile terminal is improved according to the upper modulation of the first preset ratio The specific embodiment of initial confidence score can be with are as follows: by the initial confidence score of state by bus of the intelligent mobile terminal multiplied by First preset ratio;Alternatively, the initial confidence score of state by bus by the intelligent mobile terminal is corresponding with the first preset ratio By bus state confidence score be added.
Correspondingly, according at the beginning of the stationary state for lowering intelligent mobile terminal described in amplitude reduction of first preset ratio The specific embodiment of beginning confidence score and the initial confidence score of ambulatory status can be with are as follows: by the static of the intelligent mobile terminal The initial confidence score of state is removed divided by the first preset ratio, and by the initial confidence score of the ambulatory status of the intelligent mobile terminal With the first preset ratio;Alternatively, the initial confidence score of the stationary state of the intelligent mobile terminal is subtracted and the first default ratio The corresponding stationary state confidence score of example, and the initial confidence score of the ambulatory status of the intelligent mobile terminal is subtracted and first The corresponding ambulatory status confidence score of preset ratio.
It should be noted that step A33 execute after the completion of, this process terminates, will not be jumped to from the step step A34 after It is continuous to execute.
A34: judge whether the quantity of the middling speed GPS signal is greater than 2.
If so, step A35 is executed, if it is not, executing step A36.
A35: the initial confidence of state by bus of the intelligent mobile terminal is improved according to the upper modulation of the second preset ratio Score, and according to the initial confidence of stationary state for lowering intelligent mobile terminal described in amplitude reduction point of second preset ratio The several and initial confidence score of ambulatory status, second preset ratio is the number greater than 1 and second preset ratio is less than institute State the first preset ratio.
When the quantity of middling speed GPS signal is more, illustrate that the movement speed of intelligent mobile terminal is very fast, therefore mention by a small margin High intelligent mobile terminal by bus the initial confidence score of state, reduce intelligent mobile terminal the initial confidence score of stationary state and The initial confidence score of ambulatory status.
In the present embodiment, the state by bus of the intelligent mobile terminal is improved according to the upper modulation of the second preset ratio The specific embodiment of initial confidence score can be with are as follows: by the initial confidence score of state by bus of the intelligent mobile terminal multiplied by Second preset ratio;Alternatively, the initial confidence score of state by bus by the intelligent mobile terminal is corresponding with the second preset ratio By bus state confidence score be added.
In the present embodiment, the static of intelligent mobile terminal described in amplitude reduction is lowered according to second preset ratio The specific embodiment of the initial confidence score of state and the initial confidence score of ambulatory status can be with are as follows: by the intelligent mobile terminal The initial confidence score of stationary state divided by the second preset ratio, and by the initial confidence of the ambulatory status of the intelligent mobile terminal Score is divided by the second preset ratio;Alternatively, the initial confidence score of the stationary state of the intelligent mobile terminal is subtracted and second The corresponding stationary state confidence score of preset ratio, and the initial confidence score of the ambulatory status of the intelligent mobile terminal is subtracted Ambulatory status confidence score corresponding with the second preset ratio.
It should be noted that step A35 execute after the completion of, this process terminates, will not be jumped to from the step step A36 after It is continuous to execute.
A36: judge whether the quantity of the low speed GPS signal is greater than 2.
If so, executing step A37.
A37: the initial confidence score of stationary state of the intelligent mobile terminal is reduced.
When the quantity of low speed GPS signal is more, illustrate intelligent mobile terminal still in moving condition, only movement is fast Spend the initial confidence score of stationary state that is slower, therefore only reducing intelligent mobile terminal.
In the present embodiment, link information, adjustment are scanned using the WiFi of the intelligent mobile terminal within a preset time The initial confidence score of state, the initial confidence score of stationary state and the initial confidence of ambulatory status by bus of the intelligent mobile terminal The detailed process of score can be with are as follows:
A41: from the intelligent mobile terminal within a preset time WiFi scanning link information in obtain described default when It is the time point of the interior twice WiFi scanning nearest apart from current time, respectively first time point and the second time point, described First time point is earlier than second time point.
A42: calculating the time interval of the first time point Yu the current time, is labeled as x1.
A43: from the intelligent mobile terminal within a preset time WiFi scanning link information in obtain described default when The address WiFi that the interior twice WiFi nearest apart from current time is scanned.
A44: it counts in the preset time apart from the current time nearest WiFi twice WiFi scanned The number of the identical address WiFi in location, and the number according to the identical address WiFi counted determines distance in the preset time The address the WiFi registration of the scanning of WiFi twice of current time recently, is labeled as y1.
The number of the identical address WiFi counted is more, nearest twice apart from current time in the preset time The address the WiFi registration of WiFi scanning is higher, conversely, sweeping in the preset time apart from current time nearest WiFi twice The address the WiFi registration retouched is lower.
A45: if coordinate pair (x1, y1) then improves the stationary state of the intelligent mobile terminal in first threshold range Initial confidence score and the initial confidence score of ambulatory status, the first threshold range are ambulatory status linear function y+A1x-B1 The range of=0 coordinate points composition in plane right-angle coordinate above corresponding straight line.
In the present embodiment, since the first threshold range is ambulatory status linear function y+A1x-B1=0 in plane In rectangular coordinate system above corresponding straight line coordinate points composition range, if therefore coordinate pair (x1, y1) in first threshold model In enclosing, it is corresponding in plane right-angle coordinate to illustrate that coordinate pair (x1, y1) is located at ambulatory status linear function y+A1x-B1=0 Above straight line, in the case where x1 is determined, the twice WiFi nearest apart from current time in the bigger explanation preset time of y1 The address the WiFi registration of scanning is higher, and the address WiFi registration is higher, illustrates that the movement speed of intelligent mobile terminal is slower, because This improves the initial confidence score of stationary state and the initial confidence score of ambulatory status of the intelligent mobile terminal.
A46: if the coordinate pair (x1, y1) within the scope of second threshold, then improves riding for the intelligent mobile terminal The initial confidence score of state, the second threshold range are to ride state linear function y+A2x-B2=0 in plane rectangular coordinates The range of coordinate points composition in system below corresponding straight line, the A2 are greater than the A1.
In the present embodiment, since the second threshold range is to ride state linear function y+A2x-B2=0 in plane In rectangular coordinate system below corresponding straight line coordinate points composition range, if therefore coordinate pair (x1, y1) in second threshold model In enclosing, it is corresponding in plane right-angle coordinate to illustrate that coordinate pair (x1, y1) is located at state linear function y+A2x-B2=0 by bus Below straight line, in the case where x1 is determined, the twice WiFi nearest apart from current time in the smaller explanation preset time of y1 The address the WiFi registration of scanning is lower, and the address WiFi registration is lower, illustrates that the movement speed of intelligent mobile terminal is faster, because This improves the initial confidence score of state by bus of the intelligent mobile terminal.
In the present embodiment, coefficient (A1, B1) and (A2, B2) are generated by the method training of supervision.
It should be noted that setting two linear functions, that is, ambulatory status linear function y+A1x-B1=0 and by bus state The reason of linear function y+A2x-B2=0, is: not high for some addresses WiFi registration also not low time point, Wu Faming Determine that its corresponding motion state belongs to state by bus or walking, stationary state, it is corresponding in order to preferably distinguish time point Motion state, two critical values are set and differ biggish linear functions.
Wherein, A1, which can specifically be equal to 0.0058, B1, specifically can specifically be equal to 0.0191 equal to 0.6874, A2, B2 can specifically be equal to 0.5638, be based on this, ambulatory status linear function y+A1x-B1=0 and by bus state linear function y+ A2x-B2=0 corresponding straight line in plane right-angle coordinate may refer to Fig. 4, wherein the coincidence factor in Fig. 4, that is, address WiFi Registration.
Step A41 to step A46 distinguishes the state, quiet by bus of intelligent mobile terminal by calculating the address WiFi registration Only state and ambulatory status.
In the present embodiment, link information, adjustment are scanned using the WiFi of the intelligent mobile terminal within a preset time The initial confidence score of state, the initial confidence score of stationary state and the initial confidence of ambulatory status by bus of the intelligent mobile terminal The detailed process of score may be:
A51: if the WiFi scanning link information of the intelligent mobile terminal within a preset time remains unchanged, judge institute The WiFi signal intensity stated in the WiFi scanning link information of intelligent mobile terminal within a preset time is presetting in the sub- time No is decline trend and the range of decrease is more than the first default WiFi signal intensity value.
If so, thening follow the steps A52.
In the present embodiment, presetting the sub- time can but be not limited to 20 seconds, and the first default WiFi signal intensity value can With but be not limited to 15dB.
A52: the initial confidence score of stationary state of the intelligent mobile terminal is reduced.
If the WiFi scanning link information of the intelligent mobile terminal within a preset time remains unchanged, the intelligent mobile WiFi signal intensity in the WiFi scanning link information of terminal within a preset time presetting in the sub- time as decline trend and The range of decrease is more than the first default WiFi signal intensity value, then illustrates that intelligent mobile terminal moves up in the direction far from WiFi signal source It is dynamic, therefore reduce the initial confidence score of stationary state of the intelligent mobile terminal.
A53: if in the WiFi scanning link information of the intelligent mobile terminal within a preset time not including at least two Same WiFi scans link information, then judges in the WiFi scanning link information of the intelligent mobile terminal within a preset time WiFi signal intensity after WiFi connection switching switch compared to WiFi connection before WiFi signal intensity, whether amplification more than the Two default WiFi signal intensity values.
If so, thening follow the steps A54.
A54: the initial confidence score of stationary state of the intelligent mobile terminal is reduced.
If including at least two different in the WiFi scanning link information of the intelligent mobile terminal within a preset time WiFi scans link information, illustrates that the WiFi of intelligent mobile terminal connection is switched, and is determining intelligent mobile terminal connection WiFi switch on the basis of, judge the intelligent mobile terminal within a preset time WiFi scanning link information in For WiFi signal intensity after WiFi connection switching compared to the WiFi signal intensity before WiFi connection switching, amplification is more than second pre- If WiFi signal intensity value, illustrate that intelligent mobile terminal is moved to the WiFi signal source after switching, therefore reduce the intelligence The initial confidence score of the stationary state of mobile terminal.
In the present embodiment, step A51 to step A54 adjusts intelligent mobile end by judging WiFi signal Strength Changes The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus at end.
In the present embodiment, link information, adjustment are scanned using the WiFi of the intelligent mobile terminal within a preset time The initial confidence score of state, the initial confidence score of stationary state and the initial confidence of ambulatory status by bus of the intelligent mobile terminal The detailed process of score may be:
If nearest apart from current time in the WiFi scanning link information of the intelligent mobile terminal within a preset time It is that non-moving WiFi scans link information that WiFi, which scans link information, then the state by bus for reducing the intelligent mobile terminal is initial Confidence score.
If nearest apart from current time in the WiFi scanning link information of the intelligent mobile terminal within a preset time It is that non-moving WiFi scans link information that WiFi, which scans link information, illustrates that intelligent mobile terminal in outdoor, is not in interior, because This motion state for excluding intelligent mobile terminal is state, and then the initial confidence of state by bus of condition intelligent mobile terminal by bus Score.
In the present embodiment, the base station scans link information using the intelligent mobile terminal within a preset time, adjustment The initial confidence score of state, the initial confidence score of stationary state and the initial confidence of ambulatory status by bus of the intelligent mobile terminal The detailed process of score can be with are as follows:
A61: it counts different base station in the base station scans link information of the intelligent mobile terminal within a preset time and scans The number of link information.
A62: judge that different base station scans in the base station scans link information of the intelligent mobile terminal within a preset time Whether the number of link information is greater than predetermined number.
If so, executing step A63.
A63: the initial confidence score of stationary state and the initial confidence score of ambulatory status of the intelligent mobile terminal are reduced.
If different base station scanning connection letter in the base station scans link information of the intelligent mobile terminal within a preset time The number of breath is greater than predetermined number, illustrates that intelligent mobile terminal is in high-speed moving state, and static or move slowly under state, The current base station of intelligent mobile terminal connection is usually constant, and can constantly be cut with relatively fast speed under mode by bus It changes.Therefore, the initial confidence score of stationary state and the initial confidence score of ambulatory status of the intelligent mobile terminal are reduced.
In the present embodiment, the GPS signal signal-to-noise ratio using the intelligent mobile terminal within a preset time, described in adjustment The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus of intelligent mobile terminal Detailed process can be with are as follows:
A71: average calculating operation is carried out to the GPS signal signal-to-noise ratio of the intelligent mobile terminal within a preset time, obtains institute State the GPS signal average signal-to-noise ratio of intelligent mobile terminal within a preset time.
A72: if the GPS signal average signal-to-noise ratio of the intelligent mobile terminal within a preset time is less than snr threshold, Then reduce the initial confidence score of state by bus of the intelligent mobile terminal.
By intelligent mobile terminal GPS signal average signal-to-noise ratio within a preset time to determine whether being indoor shielding, When the GPS signal average signal-to-noise ratio of intelligent mobile terminal within a preset time is less than snr threshold, it is believed that intelligent mobile is whole End is located at interior, reduces the initial confidence score of state by bus of intelligent mobile terminal.
In the present embodiment, pass through the initial confidence score of state, static by bus of the above-mentioned adjustment intelligent mobile terminal Each mode of the initial confidence score of state and the initial confidence score of ambulatory status, can distinguish the absolute of intelligent mobile terminal Stationary state and relative static conditions (state by bus under such as smooth motion), expand detection range.
Motion state detection method provided in this embodiment can be used as a coarseness, and real-time does not need very high fortune Dynamic detection scheme, can also be complementary with traditional sensor plan, provides auxiliary information decision for traditional sensor plan, mentions Rise detection effect and range.
Embodiment two
It is corresponding with above method embodiment, a kind of motion state detection device is present embodiments provided, Fig. 5 is referred to, Motion state detection device includes: to obtain module 11 and detection module 12.
Module 11 is obtained, for obtaining the communication information of intelligent mobile terminal within a preset time.
Detection module 12, for the communication information using the intelligent mobile terminal within a preset time, to the intelligence The motion state of mobile terminal is detected, and motion state detection result is obtained.
In the present embodiment, detection module 12 can specifically include: first acquisition unit 121,122 and of the first adjustment unit First determination unit 123, as shown in Figure 6.
First acquisition unit 121, for obtaining the initial confidence score of state, static shape by bus of the intelligent mobile terminal The initial confidence score of state and the initial confidence score of ambulatory status.
The first adjustment unit 122, for being swept using GPS signal, the WiFi of the intelligent mobile terminal within a preset time Any one information in link information, base station scans link information and GPS signal signal-to-noise ratio is retouched, it is whole to adjust the intelligent mobile The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status by bus at end.
First determination unit 123, for by the state confidence score, static by bus of the intelligent mobile terminal adjusted The corresponding motion state of highest confidence score in state confidence score and ambulatory status confidence score, it is whole as the intelligent mobile The motion state at end.
In the present embodiment, detection module 12 can specifically include: second acquisition unit 124, selection unit 125, second Adjustment unit 126, third adjustment unit 127, the first computing unit 128, the second computing unit 129, third computing unit 1210 With the second determination unit 1211, as shown in Figure 7.
Second acquisition unit 124, for obtaining the initial confidence score of state, static shape by bus of the intelligent mobile terminal The initial confidence score of state and the initial confidence score of ambulatory status.
Selection unit 125, for scanning connection from the intelligent mobile terminal GPS signal, WiFi within a preset time At least any two kinds of information is chosen in information, base station scans link information and GPS signal signal-to-noise ratio, is used as adjustment information.
Second adjustment unit 126 adjusts separately multiplying for the intelligent mobile terminal for utilizing each adjustment information The initial confidence score of car state, the initial confidence score of stationary state and the initial confidence score of ambulatory status.
Third adjustment unit 127, for riding each adjustment information intelligent mobile terminal adjusted The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status are multiplied by corresponding adjustment The weighted value of information obtains the secondary adjustment confidence of state by bus of the corresponding intelligent mobile terminal of each adjustment information The secondary adjustment confidence score of score, stationary state and the secondary adjustment confidence score of ambulatory status.
First computing unit 128, for by the shape by bus of the corresponding intelligent mobile terminal of each adjustment information The secondary adjustment confidence score of state is added, and obtains the final confidence score of state by bus.
Second computing unit 129, for by the static shape of the corresponding intelligent mobile terminal of each adjustment information The secondary adjustment confidence score of state is added, and obtains the final confidence score of stationary state.
Third computing unit 1210, for by the walking shape of the corresponding intelligent mobile terminal of each adjustment information The secondary adjustment confidence score of state is added, and obtains the final confidence score of ambulatory status.
Second determination unit 1211, for the final confidence score of state, the final confidence of the stationary state of described riding The corresponding motion state of highest confidence score is as the intelligent mobile in score and the final confidence score of the ambulatory status The motion state of terminal.
In the present embodiment, the first adjustment unit 122 or second adjustment unit 126 can specifically include: division subelement, First statistics subelement, the first judgment sub-unit, the first adjustment subelement, the second judgment sub-unit, second adjustment subelement, the Three judgment sub-units and third adjust subelement.
It is single to divide subelement, the first statistics subelement, the first judgment sub-unit, the first adjustment subelement, the second judgement The process that is performed in unison with of member, second adjustment subelement, third judgment sub-unit and third adjustment subelement is to utilize the intelligence The GPS signal of mobile terminal within a preset time adjusts the initial confidence score of state, static by bus of the intelligent mobile terminal The implementation procedure of the initial confidence score of state and the initial confidence score of ambulatory status.
Divide subelement, for the velocity information in GPS signal be according to by the intelligent mobile terminal when default Interior GPS signal is divided into low speed GPS signal, middling speed GPS signal and high speed GPS signal.
First statistics subelement, quantity, the quantity of middling speed GPS signal and high speed GPS for counting low speed GPS signal are believed Number quantity.
First judgment sub-unit, for judging whether the quantity of the high speed GPS signal is greater than 2, if the high speed GPS believes Number quantity be greater than 2, execute the first adjustment subelement, if the quantity of the high speed GPS signal be not more than 2, execute second judgement Subelement.
The first adjustment subelement, for improving the intelligent mobile terminal according to the upper modulation of the first preset ratio The initial confidence score of state by bus, and lower intelligent mobile terminal described in amplitude reduction according to first preset ratio The initial confidence score of stationary state and the initial confidence score of ambulatory status, first preset ratio are the number greater than 1.
Second judgment sub-unit, for judging whether the quantity of the middling speed GPS signal is greater than 2, if the middling speed The quantity of GPS signal is greater than 2, executes second adjustment subelement, if the quantity of the middling speed GPS signal is not more than 2, executes third Judgment sub-unit.
The second adjustment subelement, for improving the intelligent mobile terminal according to the upper modulation of the second preset ratio The initial confidence score of state by bus, and lower intelligent mobile terminal described in amplitude reduction according to second preset ratio The initial confidence score of stationary state and the initial confidence score of ambulatory status, second preset ratio are greater than 1 number and described Second preset ratio is less than first preset ratio.
The third judgment sub-unit, for judging whether the quantity of the low speed GPS signal is greater than 2, if the low speed The quantity of GPS signal is greater than 2, executes third and adjusts subelement.
The third adjusts subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal.
In the present embodiment, the first adjustment unit 122 or second adjustment unit 126 can specifically include: first obtains son Unit, the first computation subunit, the second acquisition subelement, the second statistics subelement, first determine subelement, the 4th adjustment son list Member and the 5th adjustment subelement.
First acquisition subelement, the first computation subunit, the second acquisition subelement, the second statistics subelement, first determine The process that is performed in unison with of subelement, the 4th adjustment subelement and the 5th adjustment subelement is with the intelligent mobile terminal default WiFi in time scans link information, adjusts the initial confidence score of state, stationary state by bus of the intelligent mobile terminal The implementation procedure of initial confidence score and the initial confidence score of ambulatory status.
First obtains subelement, for scanning in link information from the WiFi of the intelligent mobile terminal within a preset time Obtain the time point of the scanning of WiFi twice nearest apart from current time in the preset time, respectively first time point and the At two time points, the first time point is earlier than second time point.
First computation subunit is labeled as calculating the time interval of the first time point Yu the current time x1。
Second obtains subelement, for scanning in link information from the WiFi of the intelligent mobile terminal within a preset time It obtains in the preset time apart from the address WiFi that current time nearest WiFi twice is scanned.
Second statistics subelement scans institute apart from current time nearest WiFi twice for counting in the preset time The number of the identical address WiFi in the address WiFi scanned.
First determines subelement, for determined according to the number of the identical address WiFi counted in the preset time away from The address the WiFi registration of the twice WiFi scanning nearest from current time, is labeled as y1.
4th adjustment subelement, if then improving the intelligent mobile in first threshold range for coordinate pair (x1, y1) The initial confidence score of the stationary state of terminal and the initial confidence score of ambulatory status, the first threshold range are ambulatory status line Property coordinate points composition in plane right-angle coordinate above corresponding straight line of function y+A1x-B1=0 range.
5th adjustment subelement, if then improving the intelligence within the scope of second threshold for the coordinate pair (x1, y1) The initial confidence score of state by bus of mobile terminal, the second threshold range are the state linear function y+A2x-B2=0 that rides The range of coordinate points composition in plane right-angle coordinate below corresponding straight line, the A2 are greater than the A1.
In the present embodiment, the first adjustment unit 122 or second adjustment unit 126 can specifically include: the 4th judgement Unit, the 6th adjustment subelement, the 5th judgment sub-unit and the 7th adjustment subelement.
The collaboration of 4th judgment sub-unit, the 6th adjustment subelement, the 5th judgment sub-unit and the 7th adjustment subelement is held Row process is to scan link information with the WiFi of the intelligent mobile terminal within a preset time, adjusts the intelligent mobile terminal By bus the initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status implementation procedure.
4th judgment sub-unit, if being protected for the WiFi scanning link information of the intelligent mobile terminal within a preset time Hold it is constant, then judge the intelligent mobile terminal within a preset time WiFi scanning link information in WiFi signal intensity exist Whether be decline trend and the range of decrease is more than the first default WiFi signal intensity value if presetting in the sub- time, if so, executing the 6th adjustment Subelement.
The 6th adjustment subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal.
5th judgment sub-unit, if in the WiFi scanning link information of the intelligent mobile terminal within a preset time Link information is scanned including at least two different WiFi, then judges that the WiFi of the intelligent mobile terminal within a preset time is swept The WiFi signal intensity in link information after WiFi connection switching is retouched compared to the WiFi signal intensity before WiFi connection switching, is increased Whether width is more than the second default WiFi signal intensity value, if so, executing the 7th adjustment subelement.
The 7th adjustment subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal.
In the present embodiment, the first adjustment unit 122 or second adjustment unit 126 can specifically include: the 8th adjustment Unit, if for nearest apart from current time in the WiFi scanning link information of the intelligent mobile terminal within a preset time It is that non-moving WiFi scans link information that WiFi, which scans link information, then the state by bus for reducing the intelligent mobile terminal is initial Confidence score.
In the present embodiment, the first adjustment unit 122 or second adjustment unit 126 can specifically include: third statistics Unit, the 6th judgment sub-unit and the 9th adjustment subelement.
The process that is performed in unison with of third statistics subelement, the 6th judgment sub-unit and the 9th adjustment subelement is described in utilization The base station scans link information of intelligent mobile terminal within a preset time, the state by bus for adjusting the intelligent mobile terminal are initial The implementation procedure of the initial confidence score of confidence score, stationary state and the initial confidence score of ambulatory status.
Third counts subelement, for counting the base station scans link information of the intelligent mobile terminal within a preset time The number of middle different base station scanning link information.
6th judgment sub-unit, for judging the base station scans link information of the intelligent mobile terminal within a preset time Whether the number of middle different base station scanning link information is greater than predetermined number, if so, executing the 9th adjustment subelement.
The 9th adjustment subelement, for reducing the initial confidence score of stationary state and step of the intelligent mobile terminal The initial confidence score of row state.
In the present embodiment, the first adjustment unit 122 or second adjustment unit 126 can specifically include: second calculates son Unit and the tenth adjustment subelement.
Second computation subunit and the process that is performed in unison with of the tenth adjustment subelement are to be existed using the intelligent mobile terminal GPS signal signal-to-noise ratio in preset time adjusts the initial confidence score of state, stationary state by bus of the intelligent mobile terminal The implementation procedure of initial confidence score and the initial confidence score of ambulatory status.
Second computation subunit, for being carried out to the GPS signal signal-to-noise ratio of the intelligent mobile terminal within a preset time Average calculating operation obtains the GPS signal average signal-to-noise ratio of the intelligent mobile terminal within a preset time;
Tenth adjustment subelement, if the GPS signal average signal-to-noise ratio for the intelligent mobile terminal within a preset time Less than snr threshold, then the initial confidence score of state by bus of the intelligent mobile terminal is reduced.
It should be noted that all the embodiments in this specification are described in a progressive manner, each embodiment weight Point explanation is the difference from other embodiments, and the same or similar parts between the embodiments can be referred to each other. For device class embodiment, since it is basically similar to the method embodiment, so being described relatively simple, related place ginseng See the part explanation of embodiment of the method.
Finally, it is to be noted that, herein, relational terms such as first and second and the like be used merely to by One entity or operation are distinguished with another entity or operation, without necessarily requiring or implying these entities or operation Between there are any actual relationship or orders.Moreover, the terms "include", "comprise" or its any other variant meaning Covering non-exclusive inclusion, so that the process, method, article or equipment for including a series of elements not only includes that A little elements, but also including other elements that are not explicitly listed, or further include for this process, method, article or The intrinsic element of equipment.In the absence of more restrictions, the element limited by sentence "including a ...", is not arranged Except there is also other identical elements in the process, method, article or apparatus that includes the element.
A kind of motion state detection method and device provided herein is described in detail above, is answered herein With specific case, the principle and implementation of this application are described, and the explanation of above example is only intended to help to manage Solve the present processes and its core concept;At the same time, for those skilled in the art, according to the thought of the application, There will be changes in specific embodiment and application range, in conclusion the content of the present specification should not be construed as to this Shen Limitation please.

Claims (18)

1. a kind of motion state detection method characterized by comprising
Obtain the communication information of intelligent mobile terminal within a preset time;
Using the communication information of the intelligent mobile terminal within a preset time, to the motion state of the intelligent mobile terminal into Row detection, obtains motion state detection result.
2. the method according to claim 1, wherein using the communication information of the intelligent mobile terminal, to institute The motion state for stating intelligent mobile terminal is detected, and motion state detection result is obtained, comprising:
Obtain the initial confidence score of state, the initial confidence score of stationary state and the ambulatory status by bus of the intelligent mobile terminal Initial confidence score;
Utilize GPS signal, WiFi scanning link information, the base station scans connection letter of the intelligent mobile terminal within a preset time Breath and GPS signal signal-to-noise ratio in any one information, adjust the intelligent mobile terminal by bus the initial confidence score of state, The initial confidence score of stationary state and the initial confidence score of ambulatory status;
Ride state confidence score, stationary state confidence score and the ambulatory status of the intelligent mobile terminal adjusted are set Believe the corresponding motion state of highest confidence score in score, the motion state as the intelligent mobile terminal.
3. the method according to claim 1, wherein using the communication information of the intelligent mobile terminal, to institute The motion state for stating intelligent mobile terminal is detected, and motion state detection result is obtained, comprising:
Obtain the initial confidence score of state, the initial confidence score of stationary state and the ambulatory status by bus of the intelligent mobile terminal Initial confidence score;
Link information, base station scans link information are scanned from GPS signal, the WiFi of the intelligent mobile terminal within a preset time With at least any two kinds of information is chosen in GPS signal signal-to-noise ratio, be used as adjustment information;
Using each adjustment information, the initial confidence score of state by bus, static of the intelligent mobile terminal is adjusted separately The initial confidence score of state and the initial confidence score of ambulatory status;
By the initial confidence score of state, stationary state by bus of each adjustment information intelligent mobile terminal adjusted Initial confidence score and the initial confidence score of ambulatory status obtain each described multiplied by the weighted value of corresponding adjustment information The secondary adjustment confidence score of state, the secondary adjustment confidence of stationary state by bus of the corresponding intelligent mobile terminal of adjustment information Score and the secondary adjustment confidence score of ambulatory status;
By the secondary adjustment confidence score addition of the state by bus of the corresponding intelligent mobile terminal of each adjustment information, obtain To the final confidence score of state by bus;
The secondary adjustment confidence score of stationary state of the corresponding intelligent mobile terminal of each adjustment information is added, is obtained To the final confidence score of stationary state;
The secondary adjustment confidence score of ambulatory status of the corresponding intelligent mobile terminal of each adjustment information is added, is obtained To the final confidence score of ambulatory status;
It will the final confidence score of state, the final confidence score of the stationary state and the final confidence of the ambulatory status by bus Motion state of the corresponding motion state of highest confidence score as the intelligent mobile terminal in score.
4. according to the method in claim 2 or 3, which is characterized in that within a preset time using the intelligent mobile terminal GPS signal, adjust the intelligent mobile terminal by bus the initial confidence score of state, the initial confidence score of stationary state and step The initial confidence score of row state, comprising:
It is that the GPS signal of the intelligent mobile terminal within a preset time is divided by foundation with the velocity information in GPS signal Low speed GPS signal, middling speed GPS signal and high speed GPS signal, and count the number of the quantity of low speed GPS signal, middling speed GPS signal The quantity of amount and high speed GPS signal;
Judge whether the quantity of the high speed GPS signal is greater than 2;
If the quantity of the high speed GPS signal is greater than 2, the intelligent mobile is improved according to the upper modulation of the first preset ratio The initial confidence score of state by bus of terminal, and according to the end of intelligent mobile described in the downward amplitude reduction of first preset ratio The initial confidence score of the stationary state at end and the initial confidence score of ambulatory status, first preset ratio are the number greater than 1;
If the quantity of the high speed GPS signal is not more than 2, judge whether the quantity of the middling speed GPS signal is greater than 2;
If the quantity of the middling speed GPS signal is greater than 2, the intelligent mobile is improved according to the upper modulation of the second preset ratio The initial confidence score of state by bus of terminal, and according to the end of intelligent mobile described in the downward amplitude reduction of second preset ratio The initial confidence score of the stationary state at end and the initial confidence score of ambulatory status, second preset ratio be number greater than 1 and Second preset ratio is less than first preset ratio;
If the quantity of the middling speed GPS signal is not more than 2, judge whether the quantity of the low speed GPS signal is greater than 2;
If the quantity of the low speed GPS signal is greater than 2, the initial confidence of stationary state point of the intelligent mobile terminal is reduced Number.
5. according to the method in claim 2 or 3, which is characterized in that within a preset time using the intelligent mobile terminal WiFi scan link information, adjust the intelligent mobile terminal the initial confidence score of state, stationary state are initially set by bus Believe score and the initial confidence score of ambulatory status, comprising:
Distance in the preset time is obtained from the WiFi scanning link information of the intelligent mobile terminal within a preset time The time point of the scanning of WiFi twice of current time recently, respectively first time point and the second time point, the first time Point is earlier than second time point;
The time interval of the first time point Yu the current time is calculated, x1 is labeled as;
Distance in the preset time is obtained from the WiFi scanning link information of the intelligent mobile terminal within a preset time The address WiFi that the WiFi twice of current time recently is scanned;
Count identical in the address WiFi that current time nearest WiFi twice is scanned in the preset time The number of the address WiFi, and the number according to the identical address WiFi counted determined in the preset time apart from current time The address the WiFi registration of the nearest scanning of WiFi twice, is labeled as y1;
If coordinate pair (x1, y1) in first threshold range, then improves the initial confidence of stationary state of the intelligent mobile terminal Score and the initial confidence score of ambulatory status, the first threshold range are ambulatory status linear function y+A1x-B1=0 flat The range of coordinate points composition in the rectangular coordinate system of face above corresponding straight line;
If the state by bus that the coordinate pair (x1, y1) within the scope of second threshold, then improves the intelligent mobile terminal is initial Confidence score, the second threshold range are that state linear function y+A2x-B2=0 is corresponding in plane right-angle coordinate by bus Straight line below coordinate points composition range, the A2 be greater than the A1.
6. according to the method in claim 2 or 3, which is characterized in that within a preset time using the intelligent mobile terminal WiFi scan link information, adjust the intelligent mobile terminal the initial confidence score of state, stationary state are initially set by bus Believe score and the initial confidence score of ambulatory status, comprising:
If the WiFi scanning link information of the intelligent mobile terminal within a preset time remains unchanged, the intelligent sliding is judged Whether it is to successively decrease that the WiFi of dynamic terminal within a preset time scans the WiFi signal intensity in link information presetting in the sub- time Trend and the range of decrease are more than the first default WiFi signal intensity value;
If so, the initial confidence score of the stationary state for reducing the intelligent mobile terminal;
If including at least two different WiFi in the WiFi scanning link information of the intelligent mobile terminal within a preset time Link information is scanned, then judges that WiFi connection is cut in the WiFi scanning link information of the intelligent mobile terminal within a preset time WiFi signal intensity after changing is compared to the WiFi signal intensity before WiFi connection switching, amplification WiFi whether default more than second Signal strength indication;
If so, the initial confidence score of the stationary state for reducing the intelligent mobile terminal.
7. according to the method in claim 2 or 3, which is characterized in that within a preset time using the intelligent mobile terminal WiFi scan link information, adjust the intelligent mobile terminal the initial confidence score of state, stationary state are initially set by bus Believe score and the initial confidence score of ambulatory status, comprising:
If the WiFi nearest apart from current time in the WiFi scanning link information of the intelligent mobile terminal within a preset time Scanning link information is that non-moving WiFi scans link information, then reduces the initial confidence of state by bus of the intelligent mobile terminal Score.
8. according to the method in claim 2 or 3, which is characterized in that within a preset time using the intelligent mobile terminal Base station scans link information, adjust the intelligent mobile terminal the initial confidence score of state, stationary state are initially set by bus Believe score and the initial confidence score of ambulatory status, comprising:
It counts different base station in the base station scans link information of the intelligent mobile terminal within a preset time and scans link information Number;
Judge that different base station scans link information in the base station scans link information of the intelligent mobile terminal within a preset time Number whether be greater than predetermined number;
If so, the initial confidence score of the stationary state for reducing the intelligent mobile terminal and the initial confidence score of ambulatory status.
9. according to the method in claim 2 or 3, which is characterized in that within a preset time using the intelligent mobile terminal GPS signal signal-to-noise ratio, adjust the initial confidence score of state, the initial confidence of stationary state point by bus of the intelligent mobile terminal The several and initial confidence score of ambulatory status, comprising:
Average calculating operation is carried out to the GPS signal signal-to-noise ratio of the intelligent mobile terminal within a preset time, obtains the intelligent sliding The GPS signal average signal-to-noise ratio of dynamic terminal within a preset time;
If the GPS signal average signal-to-noise ratio of the intelligent mobile terminal within a preset time is less than snr threshold, institute is reduced State the initial confidence score of state by bus of intelligent mobile terminal.
10. a kind of motion state detection device characterized by comprising
Module is obtained, for obtaining the communication information of intelligent mobile terminal within a preset time;
Detection module, it is whole to the intelligent mobile for the communication information using the intelligent mobile terminal within a preset time The motion state at end is detected, and motion state detection result is obtained.
11. device according to claim 10, which is characterized in that the detection module includes:
First acquisition unit, the initial confidence score of state, the stationary state by bus for obtaining the intelligent mobile terminal are initial Confidence score and the initial confidence score of ambulatory status;
The first adjustment unit, for GPS signal, the WiFi scanning connection letter using the intelligent mobile terminal within a preset time Any one information in breath, base station scans link information and GPS signal signal-to-noise ratio adjusts riding for the intelligent mobile terminal The initial confidence score of state, the initial confidence score of stationary state and the initial confidence score of ambulatory status;
First determination unit, for setting state confidence score, the stationary state by bus of the intelligent mobile terminal adjusted Believe the corresponding motion state of highest confidence score in score and ambulatory status confidence score, the fortune as the intelligent mobile terminal Dynamic state.
12. device according to claim 10, which is characterized in that the detection module includes:
Second acquisition unit, the initial confidence score of state, the stationary state by bus for obtaining the intelligent mobile terminal are initial Confidence score and the initial confidence score of ambulatory status;
Selection unit, for scanning link information, base from the intelligent mobile terminal GPS signal, WiFi within a preset time It stands to scan in link information and GPS signal signal-to-noise ratio and chooses at least any two kinds of information, be used as adjustment information;
Second adjustment unit adjusts separately the state by bus of the intelligent mobile terminal for utilizing each adjustment information Initial confidence score, the initial confidence score of stationary state and the initial confidence score of ambulatory status;
Third adjustment unit, for the state by bus of each adjustment information intelligent mobile terminal adjusted is initial The initial confidence score of confidence score, stationary state and the initial confidence score of ambulatory status multiplied by corresponding adjustment information power Weight values obtain the secondary adjustment confidence score of state, quiet by bus of the corresponding intelligent mobile terminal of each adjustment information The only secondary adjustment confidence score of state and the secondary adjustment confidence score of ambulatory status;
First computing unit, for by the secondary tune of state by bus of the corresponding intelligent mobile terminal of each adjustment information Whole confidence score is added, and obtains the final confidence score of state by bus;
Second computing unit, for by the secondary tune of stationary state of the corresponding intelligent mobile terminal of each adjustment information Whole confidence score is added, and obtains the final confidence score of stationary state;
Third computing unit, for by the secondary tune of ambulatory status of the corresponding intelligent mobile terminal of each adjustment information Whole confidence score is added, and obtains the final confidence score of ambulatory status;
Second determination unit, for the final confidence score of state, the final confidence score of the stationary state and the institute of described riding State fortune of the corresponding motion state of highest confidence score in the final confidence score of ambulatory status as the intelligent mobile terminal Dynamic state.
13. device according to claim 11 or 12, which is characterized in that the first adjustment unit or the second adjustment Unit includes:
Divide subelement, for the velocity information in GPS signal be according to by the intelligent mobile terminal within a preset time GPS signal be divided into low speed GPS signal, middling speed GPS signal and high speed GPS signal;
First statistics subelement, for counting the quantity of low speed GPS signal, the quantity of middling speed GPS signal and high speed GPS signal Quantity;
First judgment sub-unit, for judging whether the quantity of the high speed GPS signal is greater than 2, if the high speed GPS signal Quantity is greater than 2, executes the first adjustment subelement, if the quantity of the high speed GPS signal is not more than 2, it is single to execute the second judgement Member;
The first adjustment subelement, for improving multiplying for the intelligent mobile terminal according to the upper modulation of the first preset ratio The initial confidence score of car state, and the static of intelligent mobile terminal described in amplitude reduction is lowered according to first preset ratio The initial confidence score of state and the initial confidence score of ambulatory status, first preset ratio are the number greater than 1;
Second judgment sub-unit, for judging whether the quantity of the middling speed GPS signal is greater than 2, if the middling speed GPS believes Number quantity be greater than 2, execute second adjustment subelement, if the quantity of the middling speed GPS signal be not more than 2, execute third judgement Subelement;
The second adjustment subelement, for improving multiplying for the intelligent mobile terminal according to the upper modulation of the second preset ratio The initial confidence score of car state, and the static of intelligent mobile terminal described in amplitude reduction is lowered according to second preset ratio The initial confidence score of state and the initial confidence score of ambulatory status, second preset ratio are greater than 1 number and described second Preset ratio is less than first preset ratio;
The third judgment sub-unit, for judging whether the quantity of the low speed GPS signal is greater than 2, if the low speed GPS believes Number quantity be greater than 2, execute third adjust subelement;
The third adjusts subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal.
14. device according to claim 11 or 12, which is characterized in that the first adjustment unit or the second adjustment Unit includes:
First obtains subelement, obtains for scanning in link information from the WiFi of the intelligent mobile terminal within a preset time Apart from the time point of the current time nearest scanning of WiFi twice in the preset time, respectively first time point and when second Between point, the first time point is earlier than second time point;
First computation subunit is labeled as x1 for calculating the time interval of the first time point Yu the current time;
Second obtains subelement, obtains for scanning in link information from the WiFi of the intelligent mobile terminal within a preset time Apart from the address WiFi that current time nearest WiFi twice is scanned in the preset time;
Second statistics subelement, is scanned for counting in the preset time apart from current time nearest WiFi twice To the address WiFi in the identical address WiFi number;
First determines subelement, for the number according to the identical address WiFi counted, determines distance in the preset time The address the WiFi registration of the scanning of WiFi twice of current time recently, is labeled as y1;
4th adjustment subelement, if then improving the intelligent mobile terminal in first threshold range for coordinate pair (x1, y1) The initial confidence score of stationary state and the initial confidence score of ambulatory status, the first threshold range be the linear letter of ambulatory status The range of coordinate points composition of the number y+A1x-B1=0 in plane right-angle coordinate above corresponding straight line;
5th adjustment subelement, if then improving the intelligent mobile within the scope of second threshold for the coordinate pair (x1, y1) The initial confidence score of state by bus of terminal, the second threshold range are that state linear function y+A2x-B2=0 is being put down by bus The range of coordinate points composition in the rectangular coordinate system of face below corresponding straight line, the A2 are greater than the A1.
15. device according to claim 11 or 12, which is characterized in that the first adjustment unit or the second adjustment Unit includes:
4th judgment sub-unit, if being kept not for the WiFi scanning link information of the intelligent mobile terminal within a preset time Become, then judges the WiFi signal intensity in the WiFi scanning link information of the intelligent mobile terminal within a preset time default It whether is decline trend in the sub- time and the range of decrease is more than the first default WiFi signal intensity value, if so, it is single to execute the 6th adjustment Member;
The 6th adjustment subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal;
5th judgment sub-unit, if for including in the WiFi scanning link information of the intelligent mobile terminal within a preset time At least two different WiFi scan link information, then judge that the WiFi scanning of the intelligent mobile terminal within a preset time connects The WiFi signal intensity in information after WiFi connection switching is connect compared to the WiFi signal intensity before WiFi connection switching, amplification is It is no more than the second default WiFi signal intensity value, if so, executing the 7th adjustment subelement;
The 7th adjustment subelement, for reducing the initial confidence score of stationary state of the intelligent mobile terminal.
16. device according to claim 11 or 12, which is characterized in that the first adjustment unit or the second adjustment Unit includes:
8th adjustment subelement, if for distance in the WiFi scanning link information of the intelligent mobile terminal within a preset time Current time it is nearest WiFi scanning link information be non-moving WiFi scan link information, then reduce the intelligent mobile terminal By bus the initial confidence score of state.
17. device according to claim 11 or 12, which is characterized in that the first adjustment unit or the second adjustment Unit includes:
Third counts subelement, for counting in the base station scans link information of the intelligent mobile terminal within a preset time not With the number of base station scans link information;
6th judgment sub-unit, for judging in the base station scans link information of the intelligent mobile terminal within a preset time not Whether the number with base station scans link information is greater than predetermined number, if so, executing the 9th adjustment subelement;
The 9th adjustment subelement, for reducing the initial confidence score of stationary state and walking shape of the intelligent mobile terminal The initial confidence score of state.
18. device according to claim 11 or 12, which is characterized in that the first adjustment unit or the second adjustment Unit includes:
Second computation subunit, for being averaged to the GPS signal signal-to-noise ratio of the intelligent mobile terminal within a preset time Operation obtains the GPS signal average signal-to-noise ratio of the intelligent mobile terminal within a preset time;
Tenth adjustment subelement, if being less than for the GPS signal average signal-to-noise ratio of the intelligent mobile terminal within a preset time Snr threshold then reduces the initial confidence score of state by bus of the intelligent mobile terminal.
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