CN107391604A - Map styles display methods, device and mobile terminal based on active state - Google Patents

Map styles display methods, device and mobile terminal based on active state Download PDF

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Publication number
CN107391604A
CN107391604A CN201710527245.3A CN201710527245A CN107391604A CN 107391604 A CN107391604 A CN 107391604A CN 201710527245 A CN201710527245 A CN 201710527245A CN 107391604 A CN107391604 A CN 107391604A
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CN
China
Prior art keywords
user
state
active state
map
geographical position
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CN201710527245.3A
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Chinese (zh)
Inventor
耿显志
胡卫君
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Beijing Qihoo Technology Co Ltd
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Beijing Qihoo Technology Co Ltd
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Priority to CN201710527245.3A priority Critical patent/CN107391604A/en
Publication of CN107391604A publication Critical patent/CN107391604A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/95Retrieval from the web
    • G06F16/953Querying, e.g. by the use of web search engines
    • G06F16/9537Spatial or temporal dependent retrieval, e.g. spatiotemporal queries
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/29Geographical information databases

Abstract

The invention provides a kind of map styles display methods, device and mobile terminal based on active state, the above method includes:The current movement parameter of user is obtained, the active state of the user is identified according to the movement parameter;Obtain the geographical position that the user is presently in;The geographical position being presently in based on the user, map styles corresponding with the active state of the user are shown on mobile terminals.Map styles display methods provided by the invention based on active state can be with the current active state of automatic identification user, and the map styles corresponding with the active state identified are shown on mobile terminals, user is facilitated to check, and triggered manually without user, automatically map styles corresponding with current activity state are matched for user, the time of user is saved, more quickly provides the user the information gone for.

Description

Map styles display methods, device and mobile terminal based on active state
Technical field
The present invention relates to technical field of internet application, is shown more particularly to a kind of map styles based on active state Method, device and mobile terminal.
Background technology
With the continuous development of scientific technology, various mobile terminals are also more and more intelligent, and the function that it is realized is also more next It is more, such as Video chat, network direct broadcasting, electronic map.It is with the continuous improvement of people's living standards, false at weekend or section When day, like away travelling, closely then go to periphery tour sight spot, far then go to the even external tourist attractions of other provinces and cities, because This, people are more and more stronger to the dependence of electronic map.
At present, after opening the electronic map on mobile terminal, shown interface is simply carried out to some landmark buildings Mark, and often user drive or walking required for cartographic information be also different, if user needs to obtain other letters Breath is, it is necessary to be manually entered search, information that is not only time-consuming, and sometimes also can not necessarily being gone for.
The content of the invention
The invention provides a kind of map styles display methods, device and mobile terminal based on active state to overcome on State problem or solve the above problems at least in part.
According to an aspect of the invention, there is provided a kind of map styles display methods based on active state, including:
The current movement parameter of user is obtained, the active state of the user is identified according to the movement parameter;
Obtain the geographical position that the user is presently in;
The geographical position being presently in based on the user, the active state pair with the user is shown on mobile terminals The map styles answered.
Alternatively, the geographical position being presently in based on the user, show and the user on mobile terminals Active state corresponding to map styles, including:
The geographical position being presently in the user parses, and determines the geographical position that the user is presently in Geographical attribute;
The geographical attribute in the geographical position being presently according to the user, determine that the user is in the activity identified Being capable of caused event trace in the geographical position during state;
Display marks the map styles for being capable of caused event trace on the mobile terminal.
Optionally it is determined that being capable of caused activity in the geographical position when user is in the active state identified Track, including:
When the active state of the user is driving condition, the steering direction of the user is obtained;
Geographical position and steering direction are presently according to the user, shown on the electronic map of the mobile terminal Be marked with the user can caused by travel route and related traffic information map styles.
Optionally it is determined that being capable of caused activity in the geographical position when user is in the active state identified Track, in addition to:
When the active state of the user is takes pubic transport and/or take subway, the public transport that the user takes is obtained And/or the travel direction of subway;
The public transport taken based on the user and/or the travel direction of subway, on the electronic map of the mobile terminal Display is marked with bus station and bus routes figure and/or the map styles of subway station and map route map.
Alternatively, the display map styles corresponding with the active state of the user on mobile terminals, including:
The event trace related to the active state of the user is filtered out in the electronic map of the mobile terminal;
Processing is highlighted to the event trace filtered out, generates new map styles;
The new map styles are shown on the electronic map of the mobile terminal.
Alternatively, the described pair of event trace filtered out highlights processing, including at least one of:
The event trace filtered out is subjected to overstriking;
The display brightness of the event trace filtered out described in increase;
The event trace filtered out is drawn with default color.
Alternatively, the geographical position being presently in based on the user, show and the user on mobile terminals Active state corresponding to map styles, in addition to:
The geographical position being presently in based on the user, can when determining the user in the active state identified At least one user behavior being related to;
Action trail and the information related to the user behavior with reference to caused by least one user behavior, it is raw Into map styles corresponding with the active state of the user;
Map styles corresponding with the active state of the user are shown on the electronic map of the mobile terminal.
Alternatively, the geographical position being presently in based on the user, on mobile terminals display and the work of the user Map styles corresponding to dynamic state, in addition to:
The geographical position being presently in based on the user, it is determined that the point of interest POI letters to match with the active state Breath;
Display is marked with the map styles of the POI on the electronic map of the mobile terminal.
Alternatively, it is described to obtain the current movement parameter of user, the activity of the user is identified according to the movement parameter State includes:
Read the current sensing data of mobile terminal sensor;
The active state of the user is identified based on the current sensing data.
Alternatively, it is described to obtain the current movement parameter of user, the activity of the user is identified according to the movement parameter State also includes:
Obtain the auxiliary identification information that the mobile terminal is used to identify User Activity state;
Assist in identifying the active state of the user with reference to the auxiliary identification information based on the sensing data.
Alternatively, it is described to obtain the mobile terminal for identifying that the auxiliary identification information of User Activity state includes:Sentence Whether the specified communication module on the mobile terminal of breaking accesses the communication equipment of respective protocol type;If so, described in then obtaining The relevant information of the communication equipment of communication module access on mobile terminal;
The active state for assisting in identifying the user with reference to the auxiliary identification information based on the sensing data Including:Assist in identifying the active state of the user based on the relevant information.
Alternatively, it is described to obtain the mobile terminal for identifying that the auxiliary identification information of User Activity state includes:Obtain Take the business datum of the specified application on the mobile terminal;
The active state for assisting in identifying the user with reference to the auxiliary identification information based on the sensing data Including:Assist in identifying the active state of the user based on the business datum.
Alternatively, the current movement parameter of user is detected, the active state of the user is identified according to the movement parameter Afterwards, in addition to:
Judge that this identifies whether as first identification operation;
If so, the then User Activity state using the User Activity state that this is identified as this determination;
If it is not, then obtain the last User Activity state determined, and based on the User Activity state that the last time determines with This User Activity state identified, determines whether this User Activity state switches.
Alternatively, the User Activity state that the User Activity state determined based on the last time is identified with this, it is determined that this Whether secondary User Activity state switches, including:
If the User Activity state that the last time determines is identical with the User Activity state that this is identified, it is determined that this use Family active state does not switch;
If the User Activity state that the User Activity state that the last time determines identifies with this differs, by the last time The User Activity state of determination is referred to as first, and this User Activity state identified is referred to as second, and continues above-mentioned Read, identification operation, when the number that the User Activity state subsequently identified is described second exceeds threshold value, it is determined that beyond threshold Corresponding User Activity state switches during value.
Alternatively, it is determined that after the active state switching of the user, methods described also includes:
Recommend the information related to the active state after switching to mobile terminal user;And/or
Function related to the active state after switching on mobile terminal is adjusted.
Alternatively, the above method also includes:
Collect the User Activity state identified and corresponding temporal information;
User Activity state and corresponding temporal information based on collection, determine User Activity state for inactive state when Between section;
When reaching the time interval, the geographical location information where user is obtained;
Normal dwell point using the place where the geographical location information of acquisition as user.
According to another aspect of the present invention, there is provided a kind of map styles display device based on active state, including:
State recognition module, it is configured to obtain the current movement parameter of user, the use is identified according to the movement parameter The active state at family;
Geographical position acquisition module, it is configured to obtain the geographical position that the user is presently in;
Display module, be configured to the geographical position that the user is presently in, on mobile terminals display with it is described Map styles corresponding to the active state of user.
Alternatively, the display module is additionally configured to:
The geographical position being presently in the user parses, and determines the geographical position that the user is presently in Geographical attribute;
The geographical attribute in the geographical position being presently according to the user, determine that the user is in the activity identified Being capable of caused event trace in the geographical position during state;
Display marks the map styles for being capable of caused event trace on the mobile terminal.
Alternatively, the display module is additionally configured to:
When the active state of the user is driving condition, the steering direction of the user is obtained;
Geographical position and steering direction are presently according to the user, shown on the electronic map of the mobile terminal Be marked with the user can caused by travel route and related traffic information map styles.
Alternatively, the display module is additionally configured to:
When the active state of the user is takes pubic transport and/or take subway, the public transport that the user takes is obtained And/or the travel direction of subway;
The public transport taken based on the user and/or the travel direction of subway, on the electronic map of the mobile terminal Display is marked with bus station and bus routes figure and/or the map styles of subway station and map route map.
Alternatively, the display module is additionally configured to:
The event trace related to the active state of the user is filtered out in the electronic map of the mobile terminal;
Processing is highlighted to the event trace filtered out, generates new map styles;
The new map styles are shown on the electronic map of the mobile terminal.
Alternatively, the display module is additionally configured to:
The event trace filtered out is subjected to overstriking;
The display brightness of the event trace filtered out described in increase;
The event trace filtered out is drawn with default color.
Alternatively, the display module is additionally configured to:
The geographical position being presently in based on the user, can when determining the user in the active state identified At least one user behavior being related to;
Action trail and the information related to the user behavior with reference to caused by least one user behavior, it is raw Into map styles corresponding with the active state of the user;
Map styles corresponding with the active state of the user are shown on the electronic map of the mobile terminal.
Alternatively, the display module is additionally configured to:The geographical position being presently in the user parses, it is determined that The geographical attribute in the geographical position that the user is presently in;
The geographical attribute in the geographical position being presently according to the user, it is determined that it is emerging to match with the active state Interest point POI;
Display is marked with the map styles of the POI on the electronic map of the mobile terminal.
Alternatively, the state recognition module is additionally configured to:
Read the current sensing data of mobile terminal sensor;Identified based on the current sensing data described The active state of user.Alternatively, the state recognition module is additionally configured to:
Obtain the auxiliary identification information that the mobile terminal is used to identify User Activity state;Based on the sensing data Assist in identifying the active state of the user with reference to the auxiliary identification information.
Alternatively, the state recognition module is additionally configured to:
Judge whether the specified communication module on the mobile terminal accesses the communication equipment of respective protocol type;If so, Then obtain the relevant information of the communication equipment of the communication module access on the mobile terminal;Aid in knowing based on the relevant information The active state of not described user.
Alternatively, the state recognition module is additionally configured to:
Obtain the business datum of the specified application on the mobile terminal;Institute is assisted in identifying based on the business datum State the active state of user.
Alternatively, said apparatus also includes:
State switches determining module, is configured to judge that this identifies whether as first identification operation;If so, then this is known User Activity state of the User Activity state not gone out as this determination;If it is not, then obtain the last User Activity determined State, and the User Activity state identified based on the User Activity state that the last time determines with this, determine that this user lives Whether dynamic state switches.
Alternatively, the state switching determining module is additionally configured to:If last time determine User Activity state and this The User Activity state identified is identical, it is determined that this User Activity state does not switch;
If the User Activity state that the User Activity state that the last time determines identifies with this differs, by the last time The User Activity state of determination is referred to as first, and this User Activity state identified is referred to as second, and continues above-mentioned Read, identification operation, when the number that the User Activity state subsequently identified is described second exceeds threshold value, it is determined that beyond threshold Corresponding User Activity state switches during value.
Alternatively, said apparatus also includes:
Information recommendation module, it is configured to determine that the active state of the user switches it in state switching determining module Afterwards, the information related to the active state after switching is recommended to mobile terminal user;And/or
Function has adjusted module, is configured to adjust function related to the active state after switching on mobile terminal.
Alternatively, said apparatus also includes:
Location-determining module is often stopped, is configured to collect the User Activity state identified and corresponding temporal information;Base User Activity state and corresponding temporal information in collection, determine the time interval that User Activity state is inactive state;When When reaching the time interval, the geographical location information where user is obtained;By where the geographical location information of acquisition Normal dwell point of the place as user.
According to a further aspect of the invention, a kind of computer program, including computer-readable code are additionally provided, works as institute When stating computer-readable code and running on the computing device, the computer equipment is caused to perform according to any of the above-described Map styles display methods based on active state.
According to a further aspect of the invention, a kind of computer-readable medium is additionally provided, wherein storing described meter Calculation machine program.
According to a further aspect of the invention, a kind of mobile terminal, including processor and memory are additionally provided:
The memory is used for the program for performing map styles display methods of any of the above-described based on active state;
The processor is configurable for performing the program stored in the memory.
It is of the invention to provide a kind of map styles display methods, device and mobile terminal based on active state, this hair in fact In the map styles display methods of bright offer, the first current movement parameter of acquisition, and based on the movement parameter identification got The current active state of user, the current geographical position of user is further obtained, is being moved based on the current geographical position of user Display map styles corresponding with User Activity state in dynamic terminal.Map styles provided by the invention based on active state show Show that method can be with the current active state of automatic identification user, and show on mobile terminals relative with the active state identified The map styles answered, facilitate user to check.In the scheme that the present invention supplies, trigger without user, matched automatically for user manually Map styles corresponding with current activity state, the time of user is saved, more quickly provides the user the letter gone for Breath.
Described above is only the general introduction of technical solution of the present invention, in order to better understand the technological means of the present invention, And can be practiced according to the content of specification, and in order to allow above and other objects of the present invention, feature and advantage can Become apparent, below especially exemplified by the embodiment of the present invention.
According to the accompanying drawings will be brighter to the detailed description of the specific embodiment of the invention, those skilled in the art Above-mentioned and other purposes, the advantages and features of the present invention.
Brief description of the drawings
By reading the detailed description of hereafter preferred embodiment, it is various other the advantages of and benefit it is common for this area Technical staff will be clear understanding.Accompanying drawing is only used for showing the purpose of preferred embodiment, and is not considered as to the present invention Limitation.And in whole accompanying drawing, identical part is denoted by the same reference numerals.In the accompanying drawings:
Fig. 1 is the map styles display methods schematic flow sheet according to an embodiment of the invention based on active state;
Fig. 2 is the map styles display methods flow signal in accordance with another embodiment of the present invention based on active state Figure;
Fig. 3 is the map styles display schematic diagram under driving condition according to embodiments of the present invention;
Fig. 4 is the map styles display schematic diagram under ambulatory status according to embodiments of the present invention;
Fig. 5 is User Status recognition methods schematic flow sheet according to embodiments of the present invention;
Fig. 6 is the training method schematic flow sheet of disaggregated model according to embodiments of the present invention;
Fig. 7 is the map styles display device structure schematic diagram according to an embodiment of the invention based on active state;
Fig. 8 is the map styles display device structure signal in accordance with another embodiment of the present invention based on active state Figure;
Fig. 9 is the structural representation of mobile terminal according to embodiments of the present invention;
Figure 10 is that the execution that is used for according to embodiments of the present invention shows according to the map styles based on active state of the present invention Show the block diagram of the computing device of method;
Figure 11 it is according to embodiments of the present invention be used to keeping or carry what is realized according to the present invention based on active state The memory cell of the program code of map styles display methods.
Embodiment
The exemplary embodiment of the disclosure is more fully described below with reference to accompanying drawings.Although the disclosure is shown in accompanying drawing Exemplary embodiment, it being understood, however, that may be realized in various forms the disclosure without should be by embodiments set forth here Limited.On the contrary, these embodiments are provided to facilitate a more thoroughly understanding of the present invention, and can be by the scope of the present disclosure Completely it is communicated to those skilled in the art.
Fig. 1 is the map styles display methods schematic flow sheet according to an embodiment of the invention based on active state, As shown in figure 1, the map styles display methods based on active state provided according to one embodiment of the invention includes:
Step S102, the current movement parameter of user is obtained, the active state of user is identified according to above-mentioned movement parameter;
Step S104, obtain the geographical position that user is presently in;
Step S106, the geographical position being presently in based on user, the active state with user is shown on mobile terminals Corresponding map styles.
The embodiments of the invention provide a kind of map styles display methods based on active state, first obtains with current work Dynamic parameter, and based on the current active state of the movement parameter identification user got, further obtain the current ground of user Position is managed, map styles corresponding with User Activity state are shown based on the current geographical position of user on mobile terminals.This Inventive embodiments provide the map styles display methods based on active state can with the current active state of automatic identification user, And the map styles corresponding with the active state identified are shown on mobile terminals, facilitate user to check.Of the invention real In the scheme that offer is provided, triggered manually without user, match map styles corresponding with current activity state, section automatically for user The time of user is saved, more quickly provides the user the information gone for.
In above-mentioned steps S106, show that map styles corresponding with the active state of user can be on mobile terminals The issuable event trace of user or the architecture information corresponding with status categories.
Fig. 2 is the map styles display methods flow signal in accordance with another embodiment of the present invention based on active state Figure, as shown in Fig. 2 the map styles display methods based on active state provided according to a further embodiment of the invention includes:
Step S202, the current movement parameter of user is obtained, the active state of user is identified according to above-mentioned movement parameter;
Step S204, obtain the geographical position that user is presently in;
Step S206, the geographical position that user is presently in is parsed, determine the geographical position that user is presently in Geographical attribute;
Step S208, the geographical attribute in the geographical position being presently according to user, determine that user is in the work identified Being capable of caused event trace in the geographical position during dynamic state;
Step S210, on mobile terminals display mark the above-mentioned map styles for being capable of caused event trace.
In inventive embodiments, after getting the geographical position that user is presently in, user can be presently in Geographical position is parsed, and determines the geographical attribute in the geographical position that user is presently in, that is, determine user geographical position it Afterwards, the specifying information of user position is judged, that is, it is in market, office building, business activity area, recreational field to judge user In institute, road main road or other, then according to the geographical attribute in the geographical position of determination, determine user in the activity identified During state current geographic position can caused by event trace, and on map display mark it is above-mentioned can caused by activity The map styles of track.
Preferably, when the active state of user is driving condition, the steering direction of user can be obtained, according to user's Steering direction, display is marked with the electronic map of mobile terminal caused can travel road based on user's current geographic position The map styles of line and related traffic information.That is, if user is currently at driving condition, user can be determined first Current geographical position and steering direction, it is then determined that the issuable travel route of user, is obtained based on above-mentioned travel route The traffic information on every route is taken, is finally presented on the electronic map of mobile terminal.In display travel route and phase When closing traffic information, the color that travel route can show, and be highlighted or be different from common road with overstriking is shown, Traffic information directly can be marked directly on corresponding road with the word such as " unimpeded ", " congestion ", as shown in Figure 3.Certainly, Simply a kind of implementation described above, can also have other implementations, not repeat one by one herein.
Further, when the active state of user is takes pubic transport or take subway, the user can be obtained and taken Public transport or subway travel direction, and based on user take public transport and/or subway travel direction, in the electricity of mobile terminal Display is marked with bus station and bus routes figure and/or the map styles of subway station and map route map on sub- map.It is public Hand over website and bus routes figure and/or subway station and map route map to have a lot, can seem very if all showing Disorderly, then the public transport or the travel direction of subway that can is taken based on user, determine the possible public transport road being related to of user Line or underground route and corresponding bus station or subway station are highlighted on map, can also be had in actual applications Other modes, do not repeat one by one herein.
Certainly, can be preferably electronic map of the user in mobile terminal if the state for identifying user is walking Upper display is marked with can be with the map styles of promenade line.Scheme provided in an embodiment of the present invention can be based on no activity The different map styles of status display, user's issuable event trace under current activity state is determined, further display More intelligent on map, Consumer's Experience also can be higher.
Alternatively, show on mobile terminals with the active state of user during corresponding map styles, can also be in movement Filter out the event trace related to the active state of user in the electronic map of terminal, and the event trace to filtering out do it is prominent Go out display processing, generate new map styles, and then the new map of above-mentioned generation is shown on the electronic map of mobile terminal Pattern.
The event trace related to the active state of user can be current according to the current position judgment user of user Active state under the route that may pass through.For example all event traces can be classified in advance, the activity of user State is probably walking, driving, runs, take pubic transport, takes subway etc., then, can be pre- based on above various activities state First Walking Route, drive route, running route, bus routes, underground route etc. are classified, when the activity for identifying user During state, the route that current activity state matches will preferentially be screened, highlight processing, generate new ground pattern Formula is shown on the electronic map of mobile terminal.Can also the historical act track based on user during the screening of certain event trace Carry out analysis judgement or screened with reference to the relevant information related to user, the present invention does not limit.
After filtering out the event trace related to the active state of user, these event traces can be carried out protruding aobvious Show processing.Processing mode has a lot, includes but is not limited to:By the work that the event trace filtered out carries out overstriking, increase filters out The display brightness of dynamic rail mark or the event trace filtered out with default color draw etc., corresponding different activities The event trace of state can also be rendered with different modes or other, does not repeat one by one herein.
In a preferred embodiment of the invention, map corresponding with the active state of user is shown on mobile terminals Pattern can also be the geographical position being presently in based on user, determine to be related to when user is in the active state identified At least one user behavior, behavior rail caused by above-mentioned at least one user behavior is marked in the electronic map of mobile terminal Mark and the information related to the user behavior, map styles corresponding with the active state of the user are generated, in movement Map styles corresponding with the active state of the user are shown on the electronic map of terminal.
After the active state for identifying user, the issuable behavior of user can also be judged, and based on judgement The result gone out determines the information that user may need, and then display is marked with above- mentioned information on the electronic map of mobile terminal Map styles.For example, if it is determined that the current active state of user is walking, and the current position of user is some shopping Market, then it may determine that next user may go to have dinner, see a film, buy the correlation that the users such as drink can be related to Behavior, then can generates Route Generation map styles of the user from current location to the place related to above-mentioned behavior, Shown on the electronic map of mobile terminal.If the active state of user, can be based on the current ground of user to run Reason position filters out the route for being adapted to running and the map styles of correlation is shown on the electronic map of mobile terminal.
Map styles corresponding with the active state of user are not necessarily the map styles for only including event trace, may be used also With POI (Point of Interest, the point of interest) information matched including the active state with user, and in mobile terminal Electronic map on display be marked with the map styles of above-mentioned POI.POI of the user required under different active states Information is also different.The POI to match with ambulatory status can be annex eating and drinking establishment, cinema, market, park or It is the relevant informations such as tourist attractions, can is whether gas station, parking lot, road are smooth with the POI that driving condition matches The related POIs such as row, then be exactly and the POI such as bus station, subway station with taking pubic transport or taking subway.It is determined that with It is not necessarily fixed during the POI that active state matches, is also based on the direction of travel or direction of travel of user, And current time point judges the place that user may go, the present invention does not limit.
Display is marked with after the map styles of the POI filtered out on the electronic map of mobile terminal, can also be entered One step shows promotion messages of the above-mentioned POI apart from the distance of user's present position and correlation.For example, can be further The information that the users such as the Discount Promotion information in market, gas station's action message, parking position information of park may be interested is shown, figure 4 are shown when user is in ambulatory status, and the ground for being marked with the POI filtered out is shown on the electronic map of mobile terminal Pattern formula.
In actual applications, for different active states, corresponding map styles can be preset.For example, inactive state Corresponding general map, walking, running state correspond to motion maps, and driving condition corresponds to driving map, takes pubic transport, takes subway Corresponding public trip map.It is corresponding, in general map, whole cartographic informations can be shown;In motion maps, Only display is available for the path of walk, shields other cartographic informations;In driving map, carriageway is only shown, shields it His cartographic information;In public trip map, public bus network figure and/or subway line figure are only shown, shields other cartographic informations. Above-mentioned cited map styles are a kind of implementation, for different situations, can also be set using other modes Put, the present invention does not limit.
The above mentioned map styles display methods based on active state, is required to be recognized accurately the work of user The classification of dynamic state.Therefore, the embodiments of the invention provide a kind of User Activity state identification method, as shown in figure 5, according to this The User Status recognition methods that inventive embodiments provide includes:
Step S502, read the sensing data that the sensor of mobile terminal currently gathers;
Step S504, the active state of user is identified based on current sensing data;
Wherein, sensor can be accelerometer (accelerometer), magnetometer (magnetometer), gyroscope (gyroscope) or other kinds of sensor, the present invention do not limit.In these sensors, accelerometer measures act on The acceleration of three direction of principal axis x, y, z of equipment, contains acceleration of gravity, and accelerometer is User Activity of the embodiment of the present invention The most important sensor of state recognition;Geomagnetic sensor monitors the field strength values of three direction of principal axis x, y, z;Gyroscope measurement is set The speed of standby three axle x, y, z rotation.Read sensing data and then from the sensing data of reading extract feature to Amount, because the characteristic vector of extraction is inputted in disaggregated model to identify the classification of User Activity state, such as static, walking, ride Go, run, driving, taking transit bus, by the subway etc., the characteristic vector in disaggregated model is corresponding, Fig. 6 with the characteristic vector extracted For the schematic flow sheet of the training method according to disaggregated model provided in an embodiment of the present invention, as shown in fig. 6, the embodiment of the present invention The training method of the disaggregated model of offer includes:
Step S602, the data of sensor collection on mobile terminal are collected, obtain data sequence;
Step S604, characteristic vector therein is extracted using data sequence as training sample, by maps feature vectors to use The classification of family active state, trained using machine learning algorithm from characteristic vector to the classification mould of the classification of User Activity state Type.
The training method of the disaggregated model provided according to embodiments of the present invention, mainly including Data Collection, pretreatment, data Segmentation, feature extraction and machine learning, are described in detail as follows.
1. Data Collection.The data of sensor collection on mobile terminal are collected, obtain data sequence.Can be from acceleration The sensing data sequence during User Activity is obtained in the sensors such as meter, magnetometer, gyroscope, specifically can be with constant sampling Frequency (such as 50 hertz) sampling obtains data.Also, the data of sensor collection can include the data of multiple directions, this Sample, data sequence can also include the data sequence of corresponding all directions.For example, accelerometer, geomagnetic sensor, gyroscope There is a reading of three axles, thus for each sensor, can all obtain the signal value sequence of three axle x, y, z.Received in data During collection, the embodiment of the present invention is required for collecting sufficient sample to the User Activity state of foregoing each classification, same The User Activity state of classification, it is also contemplated that a variety of situations such as posture of mobile terminal.
2. pretreatment.Some mobile terminals not necessarily support all sensors, and therefore, the embodiment of the present invention is from collection In data, the data of extraction different sensors combination.That is, polytype sensor is combined, obtains multigroup sensor, Wherein, a kind of or multiclass sensor is included in each group sensor;And then collect the number of each group sensor collection on mobile terminal According to obtaining data sequence corresponding to various kinds of sensors in each group sensor.Because accelerometer is most important sensor, this hair The bright following three kinds of possible combinations of embodiment selection:A. accelerometer;B. accelerometer and geomagnetic sensor;C. accelerometer, Geomagnetic sensor and gyroscope, the data of these three situations will be trained respectively.
3. data are split.By sensing data sequences segmentation into subsequence, each subsequence is mapped to living corresponding to one Dynamic label.The data that these are sampled with constant sampling frequency for accelerometer, geomagnetic sensor and gyroscope, the present invention are implemented Whole sensing data sequences segmentation is the equal subsequence of time interval by example.Select optimal time window size or time Interval is one of key factor for influenceing recognition effect, and therefore, the embodiment of the present invention selects the different interval of 1 to 6 second to enter respectively Row segmentation obtains subsequence, when passing behind machine learning classification, the data of different scale is learnt respectively, are based on The identification model of different time window size, then to its recognition effect of different model evaluatings, to select between optimal segmentation Every.It should be noted that the time interval of 1 to 6 second chosen here is only illustrative, the embodiment of the present invention is not carried out Limitation, in actual applications, can also choose 7 or 8 seconds constant durations to split to sequence.
In the sample set that data obtain after splitting, input of the part as follow-up machine learning can be chosen, is remained Under part as test set, for evaluating and testing the classifying quality of disaggregated model.
In a preferred embodiment of the invention, when carrying out dividing processing to data sequence using each time window, often Time window generates a subsequence, non-overlapping copies between subsequence, obtains multiple subsequence conducts corresponding to the time window Training sample;Or by each time window in the enterprising line slip of data sequence, duration generation current time window is specified in often slip Subsequence corresponding to mouthful, obtains each self-corresponding multiple subsequences of each time window as training sample.
4. feature extraction.For the sensing data subsequence after segmentation, the embodiment of the present invention illustrates below equation to count Following characteristics amount is calculated to obtain the characteristic vector of sequence, but it should be recognized that the technical scheme that the present invention protects is not limited to The scheme that the separate equations arranged in following and specification are realized, those skilled in the art are it is conceivable that by reasonable change, increase Technical solution of the present invention can still be realized by subtracting ratio, regulation coefficient, the increase mode such as weight, and these not exhaustive schemes All in the scope of the present invention.
(1) average (mean)
For the sequence S that size is n, its average is the summation divided by sequence size that n signal value is added, and calculation formula is such as Under:
Mean (S)=Sum (S)/n
(2) standard deviation (standard deviation)
Standard deviation is the square root of each signal value and the arithmetic average of deviation from mean square, can be with the change of reflected sample Degree.
For the sequence x that size is n1,x2...xn, its average is μ, and standard deviation formula is:
(3) median (median)
Median is number centrally located after data sequence arranges in order.For the sequence that size is n, by the sequence Row are sorted in ascending order, if n is odd number, it is median to take (n+1)/2 number;If n is even number, take the n-th/2 number and The average of n-th/2+1 number is median.
(4) median absolute deviation (median absolute deviation)
It may be influenceed when exceptional value be present under the certain situation of average value, median absolute deviation relative standard deviation can carry Measured for more preferable change degree.Absolute value is sought after the items of sequence are subtracted into the median of sequence, obtains new sequence, for new sequence Row seek median, you can to obtain median absolute deviation.
For sequence x1,x2...xn, median absolute deviation is:
MAD=Median (| xi-Median(X)|)
(5) zero crossing (zero crossing)
Zero crossing is the number that signal value intersects with middle position, and this characteristic quantity is used to distinguish fast motion and slow motion.Meter Calculation method is each entry value of ergodic sequence, if median is more than currentitem and is less than latter, or less than currentitem and greatly In latter, then zero crossing number adds 1.
(6) correlation (correlation)
Multicomponent sensor, correlation be present between its each component, three directions of x, y, z such as accelerometer are mutual Between correlation.The correlation of each component of different active states there may be difference.Sequence x and y for size for n, The calculation formula of its correlation is as follows:
(7) peak-to-peak amplitude
The value represents the peak value of signal to the difference of the difference, the i.e. maxima and minima of data sequence of valley, calculation formula It is as follows:
P2PA (S)=Max (S)-Min (S)
(8) signal energy
Signal energy refers to the area in the region formed between signal curve and time shaft, for sensor values sequence, letter Number energy can be expressed as square value sum:
The characteristic vector that the embodiment of the present invention is mainly extracted from data sequence or subsequence is described above, may be used also certainly In a manner of having other characteristic vector pickups, the present invention does not limit.
5. machine learning.The embodiment of the present invention uses supervised learning method, by maps feature vectors to User Activity state Classification, establish from characteristic vector to the disaggregated model of the classification of User Activity state.Here, as introduced above, data sequence It is corresponding with the label of the classification of User Activity state, can so when by the classifications of maps feature vectors to User Activity state Using the label by the label of the classification of User Activity state corresponding to data sequence as its characteristic vector, so as to by data sequence Maps feature vectors to User Activity state classification.
For different sensor combinations, the embodiment of the present invention will train different disaggregated models, and can utilizes afterwards These disaggregated models, identify the classification of User Activity state corresponding to new sample.
Different supervised learning algorithms has obvious difference to the recognition effect of activity, the embodiment of the present invention choose support to Amount machine (Support Vector Machine, SVM) is as main supervised learning method.SVM target is to make precision of prediction The over-fitting without causing data is maximized, for binary classification, SVM algorithm establishes a region mould in feature space Type, data (characteristic vector) are separated into two different classifications in hyperspace, make classification boundaries from nearest data point Distance it is as far as possible remote.Classification is carried out to activity and belongs to multi-class problem, multi-class problem can be decomposed into multiple binary classifications and ask Topic, selection One-against-one of the embodiment of the present invention are that is, maximum to win election law (maximum-wins voting) to handle activity point Class problem, the class of activity different to each pair, a SVM model is trained, K (K-1)/2 SVM classifier is finally given, to new During sample classification, each grader will draw a classification, record the number of votes obtained of each classification, and who gets the most votes's classification is won, It is defined as the classification of User Activity state corresponding to new samples.
It should be noted that machine learning SVM algorithm listed herewith is only illustrative, the embodiment of the present invention can be with Classification is realized using decision tree, artificial neural network, naive Bayesian scheduling algorithm, and can be learnt so that comparative evaluation is different The effect of algorithm, so as to select suitable learning algorithm.Specifically, commenting for results of learning can be realized using test sample collection Survey, selection of embodiment of the present invention recall rate, accuracy rate, F-Score pass through continuous adjusting training sample, spy as evaluation metricses The relevant parameters such as vector are levied to reach more preferably standard, Statistical error effect.
After training obtains disaggregated model, following can identifies the class of User Activity state using disaggregated model Not.The sensing data of the sensor collection of mobile terminal is read, extracts in sensing data and extracts characteristic vector, and input From characteristic vector to the disaggregated model of the classification of User Activity state, the sensing data read is identified using above-mentioned disaggregated model The classification of corresponding User Activity state.Here, when reading sensing data, sample can be generated with Fixed Time Interval, There is the mode of following two generation samples:
First, it is assumed that the duration needed for sample is 5 seconds, every five seconds for example one sample of generation, not overlapping mutually between sample;
Second, it is assumed that the duration needed for sample is 5 seconds, one sample of generation in every 1 second, the data before taking in 5 seconds, sample Can be overlapped between this.
It is identical when the characteristic vector of extraction is with training when extracting characteristic vector, i.e. feature extraction above can be utilized to walk The method referred in rapid calculate the average of data sequence or subsequence, standard deviation, median, median absolute deviation, zero crossing, Correlation, peak-to-peak amplitude, signal energy, the characteristic vector using these characteristic values as sequence.Next, according to mobile terminal The sensor of support, select suitable disaggregated model so that the disaggregated model trained is classified to sample, identifies reading Sensing data corresponding to User Activity state classification.
In a preferred embodiment of the invention, in order to further improve the accuracy rate of identification, identified and read using disaggregated model After the classification of User Activity state corresponding to the sensing data taken, it is also based on acquisition for mobile terminal and is used to identify user The auxiliary identification information of the classification of active state, and then adjust the User Activity state identified using auxiliary identification information Classification.That is, the classification using disaggregated model identification User Activity state is referred to as into preliminary identification, auxiliary can be utilized to know Other information adjusts the recognition result tentatively identified.
When using auxiliary identification information to adjust the classification of the User Activity state identified, it can be determined that mobile terminal On bluetooth, the specified communication module such as WIFI, ZigBee whether access the communication equipment of respective protocol type;If so, then obtain The relevant information of the communication equipment of communication module access on mobile terminal, and then identified based on the relevant information of acquisition to adjust The classification of the User Activity state gone out.It is discussed in detail below by several embodiments.
Embodiment one, bluetooth connection status
The embodiment of the present invention can obtain bluetooth connection status and the bluetooth equipment type of connection, check that the bluetooth of connection is set Standby type can identify vehicle-mounted Bluetooth equipment, when confirming that mobile terminal is connected to vehicle-mounted Bluetooth equipment, and the user tentatively identified Active state be drive or with close state of driving, then can confirm that or be corrected as the state of driving.
Embodiment two, periphery bluetooth equipment
The bluetooth equipment list on periphery can be obtained by bluetooth scanning, analyzes device type and quantity therein, is counted It was found that the bluetooth equipment quantity scanned when driving is by will not be too many.Therefore, amount threshold can be set, if the quantity surpasses Amount threshold is crossed and without vehicle-mounted Bluetooth equipment, and has tentatively been identified as driving, then it is assumed that be misrecognition.
Embodiment three, GPS
Current position and translational speed can be obtained by GPS, by setting speed threshold value, can confirm that whether be expert at On the vehicle sailed.Because GPS is higher using power consumption for a long time, therefore, the embodiment of the present invention may only be sent out in User Activity state Raw switching, just uses GPS auxiliary judgments when being confirmed.
Example IV, WiFi
At present, WiFi can be all installed on many buses, these WiFi are usually constructed with obvious feature (such as title), These features can be extracted by Data Collection and analysis, if mobile terminal is connected to WiFi, by judging what is currently connected Whether WiFiI feature, can be with auxiliary judgment on bus.
Embodiment five, historic state
Historic state switches for state, when judging whether to be switched to new state, it is necessary to investigate historic state, Confirm whether new state continue for specifying duration, if so, then confirming to be switched to new state;If it is not, then it is not considered as to cut Change to new state.
When using auxiliary identification information to adjust the classification of the User Activity state identified, the embodiment of the present invention may be used also To obtain the business datum of the specified application on mobile terminal, and then adjust what is identified based on the business datum of acquisition The classification of User Activity state.For example, user opens specified application, bicycle lock is opened using specified application, Subsequently into riding condition, the specified application can record riding the time for user always from unlocking to shutting, and the present invention is real Apply example from specified application get these business datums when, then confirm User Activity state be riding condition.In another example use Brush public transport card function is opened at family, and after swiping the card, the public transport card function can record the time that user takes public transport Or website, the embodiment of the present invention from public transport Ka Gongnengchu get these business datums when, then confirm User Activity state To take public transport state.
In a preferred embodiment of the invention, when the event of classification for the User Activity state that adjustment identifies occurs, The classification of the User Activity state after adjustment is obtained, and then is lived using the characteristic vector in sensing data and the user after adjustment The classification of dynamic state is trained to disaggregated model.
In another preferred embodiment of the invention, it can also determine whether the active state of user switches. After the classification for identifying User Activity state, it can be determined that this identifies whether as first identification operation;If so, then by this Classification of the classification of the User Activity state identified as the User Activity state of this determination;If it is not, then obtain last The classification of the User Activity state of determination, and the use that the classification of the User Activity state determined based on the last time is identified with this The classification of family active state, determines whether this User Activity state switches.
Further, if User Activity state that the classification of the last User Activity state determined identifies with this Classification is identical, it is determined that this User Activity state does not switch;If last time determine User Activity state classification with The classification of this User Activity state identified differs, then the classification of the User Activity state determined the last time is referred to as the One classification, the classification of this User Activity state identified are referred to as second category, and continue above-mentioned reading, identification behaviour Make, when the classification of the User Activity state subsequently identified exceeds threshold value for the number of second category, it is determined that during beyond threshold value Corresponding User Activity state switches.
For example, if the classification that the active state of user is identified according to the current movement parameter of user is static shape State, in order to determine whether User Activity state switches, first determine whether that this identifies whether to operate for first identification, if so, The then classification using the classification of this User Activity state identified as the User Activity state of this determination;If it is not, then obtain The classification for getting the User Activity state of last determination is walking, and it is quiet will not now to immediately determine that User Activity state switches to Only state, but the classification of the active state of user is identified again according to the current movement parameter of user, if by repeatedly knowing The classification of other User Activity state is static, it is determined that User Activity state switches to inactive state.
According to this preferred embodiment, when state changes, into new state before, it is necessary to a period of time carry out it is true Recognize, to ensure the accuracy of state, elementary tactics when being state switching below.
It is original state first.Before first identification, due to can not also determine state, state can be set to unknown.
Next to that state enters.No matter it is originally unknown state or other identified states, is all needed into new state The stable state to be continued for some time, just confirm to be switched to new state.
It is that state exits again.Generally there are three kinds of situations to exit original state:
A. new state is entered;
B. it is unconfirmed to enter new state, but the state continuously identified for some time does not meet old state.For Simple state, this time are relatively short (such as 30 seconds);For the state (such as driving, public transport) of complexity, these states are held Other states would generally be included between renewing, it is static when such as waiting traffic lights, therefore only last longer (such as 5 minutes) is unidentified Just exited for original state;
C. system or application are exited.
It is finally that state maintains.Into after new state, the state will be maintained always, until meeting exit criteria.
Next various states are directed to, its switching condition is described in detail.
1. on inactive state
From states such as unknown, walking, runnings to inactive state, it is only necessary to continual and steady a period of time (such as 5- of inactive state 15 seconds), you can confirmation is switched to inactive state.
From the state of driving to inactive state, for avoid waiting traffic lights it is this kind of in the case of state change, it is necessary to static stabilization Duration longer (such as more than 2 minutes) just can switching state.
From the state of taking transit bus to inactive state, generally inactive state should not be directly switch to from the state of taking transit bus, to keep away Exempt from abnormal conditions, set a longer acknowledging time can (such as more than 5 minutes).
2. on walking, running state
From the state such as unknown, static to walking or running state, walking or running state continual and steady a period of time are only needed (such as 5-15 seconds), you can confirmation is switched to new state.
Walking and the switching between running, for avoid as hurry up and jog etc. it is this kind of very close to state cause state back and forth Change, the acknowledging time that the state switching between walking and running needs are longer (such as 15-30 seconds).
From the state of driving to walking, running state, because the state of driving is complex, and on the run by jolting Lu Shi, it is possible to be mistakenly identified as other states such as walking, therefore walking or running state are switched to from the state of driving, therefore, to assure that New state stably continue for the long period (such as more than 30 seconds).Drive between walking generally to exist parking inactive state (when Between it is shorter do not switch to it is static), if ambulatory status before inactive state be present, can suitably reduce acknowledging time.In order to ensure Accuracy, GPS can also be utilized to confirm that present speed is not above the speed of walking.
From the state of taking transit bus to walking, running state, when taking pubic transport, because may be walked about in compartment, it is also possible to stand, Therefore it is necessary to ensure that new state last longer (such as more than 30 seconds) into walking, running state.In order to ensure accuracy, go back GPS can be utilized to confirm that present speed is not above the speed of walking.
3. on the state of driving
From unknown, inactive state to the state of driving, it is necessary to which driving condition stably continues longer time (such as more than 30 seconds), And open GPS during confirmation and obtain present speed, if continuous a period of time (in such as 15 seconds) speed too low (such as less than 10,000 Rice is per hour) or without gps signal, then do not enter the state of driving.
From walking, running state to the state of driving, the condition of entrance is similar to drive from unknown or static entrance, but compared to upper A kind of situation, from walking or run to the state of driving, have just enter into it is in-car do not start also when, it will usually for some time quiet Only state (time too short do not switch to static), therefore the judgement of the inactive state before the state of driving need to be additionally further added by, if do not deposited In inactive state, it is necessary to suitably increase acknowledging time.
From taking transit bus to the state of driving, it is generally not allowed from the state of taking transit bus and directly switches to the state of driving.
4. take transit bus, subway
Take transit bus to compare and drive to be more complicated state, because its state is relatively more unstable, for example passenger can sit and can stand, Possible frequent operation mobile terminal etc., therefore only by combinations of states WiFi, GPS tentatively identified etc., it is accurate to be also not enough to Identification further combined with bus station and track data, it is necessary to be judged.
From unknown, walking, running state to public transport state is taken, walking would generally be identified as when getting on the bus, therefore from It is to enter to take the universal mode of public transport epidemic situation comparison that ambulatory status, which switches to and takes public transport,.It is being confirmed whether to enter During taking public transport state, the embodiment of the present invention opens the GPS on mobile terminal, is obtained by the GPS of unlatching mobile whole First position information where end subscriber.Then, first position information is matched with public traffic station and track data, Judge currently whether near public traffic station or its, or whether travelled along public transport line, if matching, referred to The second place information and translational speed where mobile terminal user are obtained after timing is long, if match, and translational speed meets Preparatory condition, it is determined that User Activity state is seating public transport state.
Public traffic station and track data are combined by position location to public transport state is taken from static, judged It is current whether near public traffic station and whether website is the starting station, get on the bus if not from the starting station, will not generally deposit In inactive state, even if in the presence of, it is also possible to the duration is very short, therefore given threshold, and quiescent time is then not considered as more than threshold value It is to take public transport state;If the starting station, then the threshold value can be set to longer time, while also need to judge static Historic state before, need to have ambulatory status can just be identified as taking public transport state.
After classification by identifying User Activity state with upper type, the embodiment of the present invention is also based on these identifications The classification of the User Activity state gone out carries out various functions, information or the recommendation of service, to meet the needs of user individual.
In embodiments of the present invention, the classification of the User Activity state identified and corresponding temporal information can be collected, Wherein, the classification of User Activity state can include static, walking, run, drives, take public transport etc., and the present invention is unlimited In this;And then classification and the corresponding temporal information of the User Activity state based on collection, it is static to determine User Activity state The time interval of state;Afterwards, when reaching the time interval, the geographical location information where user is obtained;Finally, will obtain Geographical location information where normal dwell point of the place as user.
In another embodiment of the present invention, it is determined that User Activity state switches to the second work from the first active state After dynamic state, the information related to the second active state can be recommended to mobile terminal user, mobile terminal can also have been adjusted The upper function related to the second active state.
Corresponding to a kind of above-mentioned map styles display methods based on active state, the embodiment of the present invention additionally provides one Map styles display device based on active state corresponding to kind, can be arranged in any type of equipment.Fig. 7 is according to this The map styles display device structure schematic diagram based on active state of inventive embodiments, as shown in fig. 7, being implemented according to the present invention The map styles display device based on active state of example can include:
State recognition module 10, it is configured to obtain the current movement parameter of user, according to movement parameter identification The active state of user;
Geographical position acquisition module 20, it is configured to obtain the geographical position that the user is presently in;
Display module 30, the geographical position that the user is presently in is configured to, on mobile terminals display and institute State map styles corresponding to the active state of user.
In a preferred embodiment of the invention, display module 30 is additionally configured to:
The geographical position being presently in the user parses, and determines the geographical position that the user is presently in Geographical attribute;
The geographical attribute in the geographical position being presently according to the user, determine that the user is in the activity identified Being capable of caused event trace in the geographical position during state;
Display marks the map styles for being capable of caused event trace on the mobile terminal.
In a preferred embodiment of the invention, display module 30 is additionally configured to:
When the active state of the user is driving condition, the steering direction of the user is obtained;
Geographical position and steering direction are presently according to the user, shown on the electronic map of the mobile terminal Be marked with the user can caused by travel route and related traffic information map styles.
In a preferred embodiment of the invention, display module 30 is additionally configured to:
When the active state of the user is takes pubic transport and/or take subway, the public transport that the user takes is obtained And/or the travel direction of subway;
The public transport taken based on the user and/or the travel direction of subway, on the electronic map of the mobile terminal Display is marked with bus station and bus routes figure and/or the map styles of subway station and map route map.
In a preferred embodiment of the invention, display module 30 is additionally configured to:
The event trace related to the active state of the user is filtered out in the electronic map of the mobile terminal;
Processing is highlighted to the event trace filtered out, generates new map styles;
The new map styles are shown on the electronic map of the mobile terminal.
In a preferred embodiment of the invention, display module 30 is additionally configured to:
The event trace filtered out is subjected to overstriking;
The display brightness of the event trace filtered out described in increase;
The event trace filtered out is drawn with default color.
In a preferred embodiment of the invention, display module 30 is additionally configured to:
The geographical position being presently in based on the user, can when determining the user in the active state identified At least one user behavior being related to;
Action trail and the information related to the user behavior with reference to caused by least one user behavior, it is raw Into map styles corresponding with the active state of the user;
Map styles corresponding with the active state of the user are shown on the electronic map of the mobile terminal.
In a preferred embodiment of the invention, display module 30 is additionally configured to:
The geographical position being presently in the user parses, and determines the geographical position that the user is presently in Geographical attribute;
The geographical attribute in the geographical position being presently according to the user, it is determined that it is emerging to match with the active state Interest point POI;
Display is marked with the map styles of the POI on the electronic map of the mobile terminal.
In a preferred embodiment of the invention, state recognition module 10 is additionally configured to:
Read the current sensing data of mobile terminal sensor;Identified based on the current sensing data described The active state of user.
In a preferred embodiment of the invention, state recognition module 10 is additionally configured to:
Obtain the auxiliary identification information that the mobile terminal is used to identify User Activity state;Based on the sensing data Assist in identifying the active state of the user with reference to the auxiliary identification information.
In a preferred embodiment of the invention, state recognition module 10 is additionally configured to:
Judge whether the specified communication module on the mobile terminal accesses the communication equipment of respective protocol type;If so, Then obtain the relevant information of the communication equipment of the communication module access on the mobile terminal;Aid in knowing based on the relevant information The active state of not described user.
In a preferred embodiment of the invention, state recognition module 10 is additionally configured to:
Obtain the business datum of the specified application on the mobile terminal;Institute is assisted in identifying based on the business datum State the active state of user.
In a preferred embodiment of the invention, as shown in figure 8, said apparatus also includes:
State switches determining module 40, is configured to judge that this identifies whether as first identification operation;If so, then by this User Activity state of the User Activity state identified as this determination;Lived if it is not, then obtaining the last user determined Dynamic state, and the User Activity state identified based on the User Activity state that the last time determines with this, determine this user Whether active state switches.
In a preferred embodiment of the invention, state switching determining module 40 is additionally configured to
If the User Activity state that the last time determines is identical with the User Activity state that this is identified, it is determined that this use Family active state does not switch;
If the User Activity state that the User Activity state that the last time determines identifies with this differs, by the last time The User Activity state of determination is referred to as first, and this User Activity state identified is referred to as second, and continues above-mentioned Read, identification operation, when the number that the User Activity state subsequently identified is described second exceeds threshold value, it is determined that beyond threshold Corresponding User Activity state switches during value.
In a preferred embodiment of the invention, as shown in figure 8, said apparatus also includes:
Information recommendation module 50, it is configured to determine the active state switching of the user in state switching determining module Afterwards, the information related to the active state after switching is recommended to mobile terminal user;And/or
Function has adjusted module 60, is configured to adjust function related to the active state after switching on mobile terminal.
In a preferred embodiment of the invention, as shown in figure 8, said apparatus also includes:
Location-determining module 70 is often stopped, is configured to collect the User Activity state identified and corresponding temporal information; User Activity state and corresponding temporal information based on collection, determine the time interval that User Activity state is inactive state; When reaching the time interval, the geographical location information where user is obtained;By where the geographical location information of acquisition Normal dwell point of the place as user.
In addition, the embodiment of the present invention additionally provides a kind of mobile terminal, as shown in figure 9, including processor 980 and memory 920:
Memory 920 is used for the program for performing map styles display methods of any of the above-described based on active state;
Processor 980 is configurable for performing the program stored in memory 920
For convenience of description, Fig. 9 illustrate only the part related to the embodiment of the present invention, and particular technique details does not disclose , it refer to present invention method part.The mobile terminal can be to include mobile phone, tablet personal computer, PDA (Personal Digital Assistant, personal digital assistant), POS (Point of Sales, point-of-sale terminal), vehicle-mounted computer etc. it is any eventually End equipment, so that terminal is mobile phone as an example:
Fig. 9 is illustrated that the block diagram of the part-structure of the mobile phone related to mobile terminal provided in an embodiment of the present invention.Ginseng Fig. 9 is examined, mobile phone includes:Radio frequency (Radio Frequency, RF) circuit 910, memory 920, input block 930, display unit 940th, sensor 950, voicefrequency circuit 960, Wireless Fidelity (wireless-fidelity, Wi-Fi) module 970, processor 980, And the grade part of power supply 990.It will be understood by those skilled in the art that the handset structure shown in Fig. 9 is not formed to mobile phone Limit, can include than illustrating more or less parts, either combine some parts or different parts arrangement.
Each component parts of mobile phone is specifically introduced with reference to Fig. 9:
RF circuits 910 can be used for receive and send messages or communication process in, the reception and transmission of signal, especially, by base station After downlink information receives, handled to processor 980;In addition, it is sent to base station by up data are designed.Generally, RF circuits 910 Including but not limited to antenna, at least one amplifier, transceiver, coupler, low-noise amplifier (Low Noise Amplifier, LNA), duplexer etc..In addition, RF circuits 910 can also be communicated by radio communication with network and other equipment. Above-mentioned radio communication can use any communication standard or agreement, including but not limited to global system for mobile communications (Global System of Mobile communication, GSM), general packet radio service (General Packet Radio Service, GPRS), CDMA (Code Division Multiple Access, CDMA), WCDMA (Wideband Code Division Multiple Access, WCDMA), Long Term Evolution (Long Term Evolution, LTE), Email, Short Message Service (Short Messaging Service, SMS) etc..
Memory 920 can be used for storage software program and module, and processor 980 is stored in memory 920 by operation Software program and module, so as to perform the various function application of mobile phone and data processing.Memory 920 can mainly include Storing program area and storage data field, wherein, storing program area can storage program area, the application journey needed at least one function Sequence (such as sound-playing function, image player function etc.) etc.;Storage data field can store uses what is created according to mobile phone Data (such as voice data, phone directory etc.) etc.., can be with addition, memory 920 can include high-speed random access memory Including nonvolatile memory, for example, at least a disk memory, flush memory device or other volatile solid-states Part.
Input block 930 can be used for the numeral or character information for receiving input, and produce with the user of mobile phone set with And the key signals input that function control is relevant.Specifically, input block 930 may include that contact panel 931 and other inputs are set Standby 932.Contact panel 931, also referred to as touch-screen, collect user on or near it touch operation (such as user use The operation of any suitable object such as finger, stylus or annex on contact panel 931 or near contact panel 931), and root Corresponding attachment means are driven according to formula set in advance.Optionally, contact panel 931 may include touch detecting apparatus and touch Two parts of controller.Wherein, the touch orientation of touch detecting apparatus detection user, and the signal that touch operation is brought is detected, Transmit a signal to touch controller;Touch controller receives touch information from touch detecting apparatus, and is converted into touching Point coordinates, then give processor 980, and the order sent of reception processing device 980 and can be performed.Furthermore, it is possible to using electricity The polytypes such as resistive, condenser type, infrared ray and surface acoustic wave realize contact panel 931.Except contact panel 931, input Unit 930 can also include other input equipments 932.Specifically, other input equipments 932 can include but is not limited to secondary or physical bond One or more in disk, function key (such as volume control button, switch key etc.), trace ball, mouse, action bars etc..
Display unit 940 can be used for display by user input information or be supplied to user information and mobile phone it is various Menu.Display unit 940 may include display panel 941, optionally, can use liquid crystal display (Liquid Crystal Display, LCD), the form such as Organic Light Emitting Diode (Organic Light-Emitting Diode, OLED) it is aobvious to configure Show panel 941.Further, contact panel 931 can cover display panel 941, when contact panel 931 is detected thereon or attached After near touch operation, processor 980 is sent to determine the type of touch event, is followed by subsequent processing device 980 according to touch event Type corresponding visual output is provided on display panel 941.Although in fig.9, contact panel 931 and display panel 941 It is the part independent as two to realize the input of mobile phone and input function, but in some embodiments it is possible to by touch-control Panel 931 is integrated with display panel 941 and realizes input and the output function of mobile phone.
Mobile phone may also include at least one sensor 950, such as optical sensor, motion sensor and other sensors. Specifically, optical sensor may include ambient light sensor and proximity transducer, wherein, ambient light sensor can be according to ambient light Light and shade adjust the brightness of display panel 941, proximity transducer can close display panel 941 when mobile phone is moved in one's ear And/or backlight.As one kind of motion sensor, accelerometer sensor can detect in all directions (generally three axles) acceleration Size, size and the direction of gravity are can detect that when static, (for example horizontal/vertical screen is cut available for the application of identification mobile phone posture Change, dependent game, magnetometer pose calibrating), Vibration identification correlation function (such as pedometer, tap) etc.;May be used also as mobile phone The other sensors such as the gyroscope of configuration, barometer, hygrometer, thermometer, infrared ray sensor, will not be repeated here.
Voicefrequency circuit 960, loudspeaker 961, microphone 962 can provide the COBBAIF between user and mobile phone.Audio-frequency electric Electric signal after the voice data received conversion can be transferred to loudspeaker 961, sound is converted to by loudspeaker 961 by road 960 Signal output;On the other hand, the voice signal of collection is converted to electric signal by microphone 962, is turned after being received by voicefrequency circuit 960 Voice data is changed to, then after voice data output processor 980 is handled, through RF circuits 910 to be sent to such as another mobile phone, Or voice data is exported to memory 920 further to handle.
WiFi belongs to short range wireless transmission technology, and mobile phone can help user's transceiver electronicses postal by WiFi module 970 Part, browse webpage and access streaming video etc., it has provided the user wireless broadband internet and accessed.Although Fig. 9 is shown WiFi module 970, but it is understood that, it is simultaneously not belonging to must be configured into for mobile phone, can not change as needed completely Become in the essential scope of invention and omit.
Processor 980 is the control centre of mobile phone, using various interfaces and the various pieces of connection whole mobile phone, is led to Cross operation or perform the software program and/or module being stored in memory 920, and call and be stored in memory 920 Data, the various functions and processing data of mobile phone are performed, so as to carry out integral monitoring to mobile phone.Optionally, processor 980 can wrap Include one or more processing units;Preferably, processor 980 can integrate application processor and modem processor, wherein, should Operating system, user interface and application program etc. are mainly handled with processor, modem processor mainly handles radio communication. It is understood that above-mentioned modem processor can not also be integrated into processor 980.
Mobile phone also includes the power supply 990 (such as battery) to all parts power supply, it is preferred that power supply can pass through power supply pipe Reason system and processor 980 are logically contiguous, so as to realize management charging, electric discharge and power managed by power-supply management system Etc. function.
Although being not shown, mobile phone can also include camera, bluetooth module etc., will not be repeated here.
The embodiments of the invention provide a kind of map styles display methods, device and mobile terminal based on active state, The map styles display methods based on active state provided according to embodiments of the present invention, can be current based on the user got Movement parameter identification user active state, the geography being presently in reference to the active state of the user identified and user Position shows map styles corresponding with the active state of user on mobile terminals.Wherein, it is corresponding with the active state of user Map styles be can mark based on current location be capable of caused by event trace ground map styles, can also mark Note have user can caused by action trail and relevant information ground pattern, can also be to be marked with and match with active state POI map styles.Further, the scheme provided according to embodiments of the present invention, in the active state of identification user When, without extra increase hardware toolses, the sensor that mobile terminal possesses in itself is taken full advantage of, reads the biography of sensor collection Sensor data, and the daily routines shape using the user of the mobile terminal can recognize that based on sensing data and disaggregated model State.And different information can also be provided the user according to the different active state of user, and then lifts Consumer's Experience.
In the specification that this place provides, numerous specific details are set forth.It is to be appreciated, however, that the implementation of the present invention Example can be put into practice in the case of these no details.In some instances, known method, structure is not been shown in detail And technology, so as not to obscure the understanding of this description.
Similarly, it will be appreciated that in order to simplify the disclosure and help to understand one or more of each inventive aspect, Above in the description to the exemplary embodiment of the present invention, each feature of the invention is grouped together into single implementation sometimes In example, figure or descriptions thereof.However, the method for the disclosure should be construed to reflect following intention:I.e. required guarantor The application claims of shield features more more than the feature being expressly recited in each claim.It is more precisely, such as following Claims reflect as, inventive aspect is all features less than single embodiment disclosed above.Therefore, Thus the claims for following embodiment are expressly incorporated in the embodiment, wherein each claim is in itself Separate embodiments all as the present invention.
Those skilled in the art, which are appreciated that, to be carried out adaptively to the module in the equipment in embodiment Change and they are arranged in one or more equipment different from the embodiment.Can be the module or list in embodiment Member or component be combined into a module or unit or component, and can be divided into addition multiple submodule or subelement or Sub-component.In addition at least some in such feature and/or process or unit exclude each other, it can use any Combination is disclosed to all features disclosed in this specification (including adjoint claim, summary and accompanying drawing) and so to appoint Where all processes or unit of method or equipment are combined.Unless expressly stated otherwise, this specification (including adjoint power Profit requires, summary and accompanying drawing) disclosed in each feature can be by providing the alternative features of identical, equivalent or similar purpose come generation Replace.
In addition, it will be appreciated by those of skill in the art that although some embodiments described herein include other embodiments In included some features rather than further feature, but the combination of the feature of different embodiments means in of the invention Within the scope of and form different embodiments.For example, in detail in the claims, embodiment claimed it is one of any Mode it can use in any combination.
The all parts embodiment of the present invention can be realized with hardware, or to be run on one or more processor Software module realize, or realized with combinations thereof.It will be understood by those of skill in the art that it can use in practice Microprocessor or digital signal processor (DSP) realize the map styles according to embodiments of the present invention based on active state The some or all functions of some or all parts in display device.The present invention is also implemented as being used to perform here The some or all equipment or program of device of described method are (for example, computer program and computer program production Product).Such program for realizing the present invention can store on a computer-readable medium, or can have one or more The form of signal.Such signal can be downloaded from internet website and obtained, and either be provided or on carrier signal to appoint What other forms provides.
For example, Figure 10 shows the meter that can realize the map styles display methods based on active state according to the present invention Calculate the block diagram of equipment.The computing device conventionally comprises processor 1010 and the computer program product in the form of memory 1020 Or computer-readable medium.Memory 1020 can be such as flash memory, EEPROM (Electrically Erasable Read Only Memory), EPROM, hard disk or ROM etc electronic memory.Memory 1020 has storage any in the above method for performing The memory space 1030 of the program code 1031 of method and step.For example, the memory space 1030 of store program codes can store The each program code 1031 for the various steps for being respectively used to realize in above method.These program codes can from one or Read or be written in the multiple computer program products of person in this one or more computer program product.These computers Program product includes the program code carrier of such as hard disk, compact-disc (CD), storage card or floppy disk etc.Such computer Program product is usually portable or static memory cell as shown in figure 11.The memory cell can have the meter with Figure 10 Calculate memory paragraph, memory space of the similar arrangement of memory 1020 in equipment etc..Program code for example can enter in a suitable form Row compression.Generally, memory cell includes being stored with the computer-readable program generation for performing steps of a method in accordance with the invention Code 1031 ', you can with the program code read by such as such as 1010 etc processor, when these program codes are set by calculating During received shipment row, cause each step in the computing device method described above.
It should be noted that the present invention will be described rather than limits the invention for above-described embodiment, and ability Field technique personnel can design alternative embodiment without departing from the scope of the appended claims.In the claims, Any reference symbol between bracket should not be configured to limitations on claims.Word "comprising" does not exclude the presence of not Element or step listed in the claims.Word "a" or "an" before element does not exclude the presence of multiple such Element.The present invention can be by means of including the hardware of some different elements and being come by means of properly programmed computer real It is existing.In if the unit claim of equipment for drying is listed, several in these devices can be by same hardware branch To embody.The use of word first, second, and third does not indicate that any order.These words can be explained and run after fame Claim.
So far, although those skilled in the art will appreciate that detailed herein have shown and described multiple showing for the present invention Example property embodiment, still, still can be direct according to present disclosure without departing from the spirit and scope of the present invention It is determined that or derive many other variations or modifications for meeting the principle of the invention.Therefore, the scope of the present invention is understood that and recognized It is set to and covers other all these variations or modifications.

Claims (10)

1. a kind of map styles display methods based on active state, including:
The current movement parameter of user is obtained, the active state of the user is identified according to the movement parameter;
Obtain the geographical position that the user is presently in;
The geographical position being presently in based on the user, show on mobile terminals corresponding with the active state of the user Map styles.
2. the method according to claim 11, wherein, the geographical position being presently in based on the user, in movement Map styles corresponding with the active state of the user are shown in terminal, including:
The geographical position being presently in the user parses, and determines the geography in the geographical position that the user is presently in Attribute;
The geographical attribute in the geographical position being presently according to the user, determine that the user is in the active state identified When the geographical position can caused by event trace;
Display marks the map styles for being capable of caused event trace on the mobile terminal.
3. according to the method described in claim any one of 1-2, wherein it is determined that when the user is in the active state identified The geographical position can caused by event trace, including:
When the active state of the user is driving condition, the steering direction of the user is obtained;
Geographical position and steering direction are presently according to the user, mark is shown on the electronic map of the mobile terminal Have the user can caused by travel route and related traffic information map styles.
4. according to the method described in claim any one of 1-3, wherein it is determined that when the user is in the active state identified The geographical position can caused by event trace, in addition to:
When the active state of the user is takes pubic transport and/or takes subway, obtain user seating public transport and/or The travel direction of subway;
The public transport taken based on the user and/or the travel direction of subway, are shown on the electronic map of the mobile terminal It is marked with bus station and bus routes figure and/or the map styles of subway station and map route map.
5. according to the method described in claim any one of 1-4, wherein, the display on mobile terminals and the work of the user Map styles corresponding to dynamic state, including:
The event trace related to the active state of the user is filtered out in the electronic map of the mobile terminal;
Processing is highlighted to the event trace filtered out, generates new map styles;
The new map styles are shown on the electronic map of the mobile terminal.
6. according to the method described in claim any one of 1-5, wherein, the described pair of event trace filtered out highlights place Reason, including at least one of:
The event trace filtered out is subjected to overstriking;
The display brightness of the event trace filtered out described in increase;
The event trace filtered out is drawn with default color.
7. a kind of map styles display device based on active state, including:
State recognition module, it is configured to obtain the current movement parameter of user, identifies the user's according to the movement parameter Active state;
Geographical position acquisition module, it is configured to obtain the geographical position that the user is presently in;
Display module, the geographical position that the user is presently in is configured to, on mobile terminals display and the user Active state corresponding to map styles.
8. a kind of computer program, including computer-readable code, when the computer-readable code is run on the computing device When, cause the computer equipment to perform the map styles based on active state according to any one of claim 1-6 Display methods.
A kind of 9. computer-readable medium, wherein storing computer program as claimed in claim 8.
10. a kind of mobile terminal, including processor and memory:
The memory is used for the program that perform claim requires any one of 1-6 method;
The processor is configurable for performing the program stored in the memory.
CN201710527245.3A 2017-06-30 2017-06-30 Map styles display methods, device and mobile terminal based on active state Pending CN107391604A (en)

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Application publication date: 20171124