CN104427613A - Mobile terminal position determination method and device, and mobile terminal and system thereof - Google Patents

Mobile terminal position determination method and device, and mobile terminal and system thereof Download PDF

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Publication number
CN104427613A
CN104427613A CN201310384916.7A CN201310384916A CN104427613A CN 104427613 A CN104427613 A CN 104427613A CN 201310384916 A CN201310384916 A CN 201310384916A CN 104427613 A CN104427613 A CN 104427613A
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China
Prior art keywords
mobile terminal
information
finger print
indoor
print information
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CN201310384916.7A
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Chinese (zh)
Inventor
卓正兴
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Baidu Online Network Technology Beijing Co Ltd
Beijing Baidu Netcom Science and Technology Co Ltd
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Beijing Baidu Netcom Science and Technology Co Ltd
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Priority to CN201310384916.7A priority Critical patent/CN104427613A/en
Publication of CN104427613A publication Critical patent/CN104427613A/en
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W64/00Locating users or terminals or network equipment for network management purposes, e.g. mobility management
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D30/00Reducing energy consumption in communication networks
    • Y02D30/70Reducing energy consumption in communication networks in wireless communication networks

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Information Transfer Between Computers (AREA)

Abstract

The invention provides a mobile terminal position determination method and device, and a mobile terminal and a system thereof. The method comprises the steps that Wi-Fi fingerprint information of an indoor environment uploaded by the mobile terminal is acquired; an indoor discrimination database is established or data of the Wi-Fi fingerprint information meeting the requirement are stored in the existing indoor discrimination database; the Wi-Fi fingerprint information, which is uploaded by the mobile terminal to be determined, of the environment in which the mobile terminal to be determined is positioned is acquired; and whether the mobile terminal to be determined is positioned indoor is discriminated. According to the mobile terminal position determination method and device, and the mobile terminal and the system thereof, the data of the Wi-Fi fingerprint information of the environment in which the mobile terminal is positioned are acquired by utilizing the mobile terminal positioned indoor and the indoor discrimination database is established. Whether the mobile terminal to be determined is positioned indoor is discriminated according to the Wi-Fi fingerprint information of the environment in which the mobile terminal to be determined is positioned and the Wi-Fi fingerprint information in the indoor discrimination database so that electric energy consumption is reduced and error discrimination rate is also reduced.

Description

A kind of judge mobile terminal locations method, device and mobile terminal and system
Technical field
The present invention relates to field of locating technology, particularly relate to a kind of judge mobile terminal locations method, device and mobile terminal and system.
Background technology
Along with the development of science and technology, location technology is widely used in our life, we can obtain the positional information of mobile phone users by location technology, and location technology common at present mainly contains PPD location technology, gps satellite location, bluetooth location, Wi-Fi network location, GPRS/CDMA mobile communication technology location etc.The positioning precision provided due to different locate modes is different, when diverse location, framing signal is different, so different locate modes can be adopted when diverse location, such as, when arriving outdoor indoor or enter indoor outdoor, need locate mode to switch, to provide positioning result and information more accurately, in addition, in order to help to provide message push more accurately, we need to judge that mobile terminal is still outdoor in indoor usually.
At present, existingly judge that mobile terminal is in indoor or outdoor technical scheme mainly comprises: judge that whether mobile terminal is in indoor by gps signal intensity; Judge that whether mobile terminal is in indoor by Wi-Fi signal strength; Or environmentally the mode such as sound judges that whether mobile terminal is in indoor.
The shortcoming of prior art is, adopt gps signal intensity judge mobile terminal whether indoor and environmentally the mode such as sound judge the mode very power consumption of mobile terminal whether in indoor, and whether mobile terminal exists more serious false determination ratio in the mode of indoor to adopt Wi-Fi signal strength to judge, because sometimes outdoor Wi-Fi signal strength also may stronger (such as high-power Wi-Fi or public Wi-Fi).
Summary of the invention
The invention provides a kind of judge mobile terminal locations method, device and mobile terminal and system, achieve the judgement whether in indoor to mobile terminal, under the prerequisite of accuracy not affecting judgement, reduce the loss of power.Described technical scheme is as follows:
First aspect, embodiments provide a kind of method judging mobile terminal locations, described method comprises:
Obtain the Wi-Fi finger print information of the indoor environment uploaded by mobile terminal;
Set up indoor differentiation database according to the Wi-Fi finger print information of described indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment are stored in existing indoor differentiation database;
Obtain the Wi-Fi finger print information of environment residing for mobile terminal described to be determined that mobile terminal to be determined uploads;
The Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment and described indoor differentiation database residing for described mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor.
Second aspect, embodiments provide a kind of device judging mobile terminal locations, described device comprises:
First information acquisition module, for obtaining the Wi-Fi finger print information of the indoor environment uploaded by mobile terminal;
The data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment for setting up indoor differentiation database according to the Wi-Fi finger print information of described indoor environment, or are stored in indoor differentiation database by database management module;
Second data obtaining module, for obtaining the Wi-Fi finger print information of environment residing for mobile terminal described to be determined that mobile terminal to be determined uploads;
For the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment residing for the mobile terminal described to be determined that sends according to described second data obtaining module and described indoor differentiation database, first determination module, differentiates whether mobile terminal to be determined is positioned at indoor.
The third aspect, embodiments provides a kind of mobile terminal, and described mobile terminal comprises:
Wi-Fi finger print information acquisition module, for obtaining the Wi-Fi finger print information of environment residing for described mobile terminal;
Determination information acquisition module, for obtaining determination information, wherein, described determination information is for judging that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the basis of the Wi-Fi finger print information of indoor environment;
Information transfer module, for uploading the information that described acquisition for mobile terminal arrives.
Fourth aspect, embodiments provide a kind of system judging mobile terminal locations, described system comprises:
Mobile terminal, for obtaining the Wi-Fi finger print information of environment residing for described mobile terminal, obtain determination information, upload the information that described acquisition for mobile terminal arrives, wherein, described determination information is for judging that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the basis of the Wi-Fi finger print information of indoor environment;
Service end, for obtain the described acquisition for mobile terminal uploaded by mobile terminal to information, described acquisition for mobile terminal to information comprise the Wi-Fi finger print information of environment residing for the Wi-Fi finger print information of indoor environment and mobile terminal to be determined, indoor differentiation database is set up according to the Wi-Fi finger print information of described indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment are stored in existing indoor differentiation database, the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment and described indoor differentiation database residing for described mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor.
The embodiment of the present invention provide a kind of judge mobile terminal locations method, device and mobile terminal and system, indoor differentiation database is set up by utilizing the Wi-Fi fingerprint information data being in environment residing for indoor mobile terminal collection, Wi-Fi finger print information in the Wi-Fi finger print information of environment and indoor differentiation database residing for mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor, while reducing power consumption, also reduce false determination ratio.
Accompanying drawing explanation
Fig. 1 is a kind of method flow diagram judging mobile terminal locations that first embodiment of the invention provides;
Fig. 2 is the method flow diagram of the indoor differentiation database of foundation that first embodiment of the invention provides;
Fig. 3 is the method flow diagram data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment be stored in existing indoor differentiation database that first embodiment of the invention provides;
Fig. 4 be first embodiment of the invention provide differentiate whether mobile terminal to be determined is positioned at indoor method flow diagram according to indoor differentiation database;
Fig. 5 is the schematic diagram of the judgement mobile terminal locations that first embodiment of the invention provides;
Fig. 6 is a kind of functional block diagram judging the device of mobile terminal locations that second embodiment of the invention provides;
Fig. 7 is the functional block diagram of a kind of mobile terminal that third embodiment of the invention provides.
Embodiment
In order to make the object, technical solutions and advantages of the present invention clearly, below in conjunction with drawings and Examples, the present invention is described in further detail.Be understandable that, specific embodiment described herein, only for explaining the present invention, but not limitation of the invention.
LBS (Location Based Service, mobile location-based service) positioning service is mobile location-based service again, it is the positional information (latitude and longitude coordinates) being obtained mobile phone users by the network (as GSM net, CDMA net) of telecommunications mobile operator or outside locate mode (as GPS etc.), under the support of electronic map platform, for user provides a kind of value-added service of respective service.Positioning action process is on specific positioning service network foundation, utilizes certain location technology to obtain the process of mobile subscriber's current location information (comprising longitude and latitude, translational speed etc.).
The present invention relates to this concept of Wi-Fi finger print information, as its name suggests, Wi-Fi finger print information is just as the fingerprint of people, different Wi-Fi fingerprints can represent different positions, on the contrary, the Wi-Fi fingerprint of diverse location is also not identical, the corresponding specific Wi-Fi fingerprint in each different position.Wi-Fi finger print information comprises the data such as MAC Address, signal strength signal intensity of Wi-Fi signal.Such as in room conditions, by abstract for indoor environment be two-dimensional space, two-dimensional space is carried out stress and strain model and just can gather Wi-Fi finger print information at select location (being called reference node).Utilize the Wi-Fi finger print information in indoor environment and physical location directly or indirectly to set up mapping relations, just finger print information and positional information can be associating.
In addition, for most situation, if mobile terminal is in charged state, just think that this mobile terminal is in indoor, but also have a kind of situation, if mobile terminal adopts portable charger charging, even if so mobile terminal is in charged state, so can not judge whether in indoor, in sum, when mobile terminal is in fixing charged state, just think that mobile terminal one fixes on indoor.And mobile terminal is when being in mobile charging state or not being in charged state, whether uncertain mobile terminal is in indoor.
Embodiment one
Fig. 1 is a kind of method flow diagram judging mobile terminal locations that first embodiment of the invention provides, and as shown in Figure 1, described method comprises:
Step 101: the Wi-Fi finger print information obtaining the indoor environment uploaded by mobile terminal.
Wherein, the Wi-Fi finger print information of indoor environment obtains in the following way: automatically uploaded by the mobile terminal being in fixing charged state after testing; Or the request sent according to server by the mobile terminal being in fixing charged state is after testing uploaded; Or, uploaded in the response of indoor according to user by mobile terminal.
Preferably, the Wi-Fi finger print information obtaining the indoor environment uploaded by mobile terminal specifically comprises: the Wi-Fi finger print information of environment residing for the charging status information that the described mobile terminal uploaded of mobile terminal receive is current and the described mobile terminal that collects; Charging status information is judged, when described mobile terminal is in fixing charged state, using the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for described mobile terminal as indoor environment.
First want the Wi-Fi finger print information of collecting chamber environment, preferably, the Wi-Fi finger print information of indoor environment is automatically uploaded by the mobile terminal being in fixing charged state after testing or is uploaded by the upload operation instruction triggers of user.
Particularly, for the mobile terminal being in fixing charged state after testing, in an embodiment of the present embodiment, every predetermined time, the information of described acquisition for mobile terminal battery status, judge whether to be in charged state according to the information of battery status, if be in charged state, detect whether be in fixing charged state, when mobile terminal is in fixing charged state, trigger uploading instructions, by the current Wi-Fi finger print information active upload collected to server.
In the another kind of execution mode of the present embodiment, server sent request to mobile terminal every predetermined time, after mobile terminal receives request, charged state is detected, when detecting that mobile terminal is in fixing charged state, trigger uploading instructions, the Wi-Fi finger print information of environment residing for the current described mobile terminal collected is uploaded to server.
The present embodiment also has a kind of execution mode, the Wi-Fi finger print information of environment residing for the information of current charged state and the current described mobile terminal that collects to be uploaded to server (active upload or reply the upload request of server) every predetermined time by mobile terminal simultaneously, the charging status information of server to mobile terminal judges, when mobile terminal is in fixing charged state, the Wi-Fi finger print information of environment residing for current described mobile terminal carries out collecting and processing as indoor environment Wi-Fi finger print information by server.
Wherein, preferably, mobile terminal or server judge whether described mobile terminal is in charged state, specifically comprise: when detecting that mobile terminal has charging current, judge that described mobile terminal is current and be in charged state, when detection does not have charging current, judge that described mobile terminal is current and be not in charged state.When mobile terminal is in charged state, the step whether mobile terminal or server detection mobile terminal are in fixing charged state specifically comprises: sample to charging current, obtain sample rate current, sample rate current and at least one predetermined current are compared, the charging modes adopted is judged according to the result compared, if the difference of sample rate current and at least one predetermined current is less than predetermined threshold, obtain the information adopting fixed power source charging modes, if the difference of sample rate current and all predetermined current is all not less than predetermined threshold, obtain the information adopting portable power source charging modes.
The present embodiment also has a kind of execution mode, upload operation instruction triggers by user is uploaded to the mobile terminal of indoor environment Wi-Fi finger print information, server sends inquiry instruction every predetermined time to described mobile terminal, push the message of inquiry whether in indoor, user is replied by mobile terminal, if user answer is for being (in indoor), starting upload operation instruction, triggering the Wi-Fi finger print information of environment residing for the current mobile terminal uploading and collect.
Step 102: set up indoor differentiation database according to the Wi-Fi finger print information of described indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment are stored in existing indoor differentiation database.
After the Wi-Fi finger print information obtaining the indoor environment uploaded by mobile terminal, if also do not set up indoor differentiation database, the Wi-Fi finger print information first utilizing the indoor environment uploaded by mobile terminal is needed to set up indoor differentiation database, if established indoor differentiation database, then need every predetermined time, data in existing indoor differentiation database are supplemented, the data of new satisfactory Wi-Fi finger print information are stored in existing indoor differentiation database.
Fig. 2 is the method flow diagram of the indoor differentiation database of foundation that first embodiment of the invention provides, as shown in Figure 2: under the condition also not setting up indoor differentiation database, step 102 comprises step 1021a ~ step 1024a:
Step 1021a: the Wi-Fi fingerprint information data of the indoor environment uploaded by mobile terminal is stored in volatile data base;
Step 1022a: the Wi-Fi fingerprint information data in volatile data base is carried out cluster analysis;
Step 1023a: according to the result of cluster analysis, carries out filtration treatment to the Wi-Fi fingerprint information data in volatile data base;
Step 1024a: store the Wi-Fi fingerprint information data after filtering in described volatile data base, set up indoor differentiation database.
Fig. 3 is the method flow diagram data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment be stored in existing indoor differentiation database that first embodiment of the invention provides, as shown in Figure 3:
Under the condition establishing indoor differentiation database, step 102 specifically comprises step 1021b ~ step 1024b:
Step 1021b: the Wi-Fi fingerprint information data of the indoor environment uploaded by mobile terminal is stored in volatile data base.
Detect through step 101 and determined to be in indoor mobile terminal, the Wi-Fi fingerprint information data of environment residing for collecting is uploaded to server, and the Wi-Fi fingerprint information data of the Wi-Fi fingerprint information data received as indoor environment is stored in volatile data base by server.
Step 1022b: every predetermined time, carries out cluster analysis by the Wi-Fi fingerprint information data in described volatile data base with the Wi-Fi fingerprint information data in described existing indoor differentiation database.
Cluster analysis refers to the analytic process set of physics or abstract object be grouped into as the multiple classes be made up of similar object, the technical method of cluster analysis is used for data of description, weigh the similitude between different pieces of information source, and data source is categorized in different bunches, cluster by Data classification to different classes or bunch, so the object in same bunch has very large similitude, and the object between different bunches has very large diversity.
The required class divided of cluster is unknown.In the process of classification, need not provide the standard of a classification in advance, cluster analysis from sample data, can be classified automatically.The difference of cluster analysis institute using method, usually can obtain different conclusions.Different researcher carries out cluster analysis for same group of data, and the cluster numbers obtained also may not be consistent.
Cluster analysis is a kind of method by data modeling reduced data.Traditional Statistical Clustering Analysis analytical method comprises hierarchical clustering method, decomposition method, addition method, dynamic state clustering, clustering ordered samples, have overlapping cluster and fuzzy clustering, hierarchical clustering, k-means cluster etc.The cluster analysis instrument of k-means, k-central point scheduling algorithm is adopted to be added in many statistics analysis software packages, as SPSS(Statistical Product andService Solutions, statistical product and service solution), SAS(Statistical Analysis System, statistical analysis) etc.
Particularly, because Wi-Fi finger print information comprises the data such as MAC Address, signal strength signal intensity of Wi-Fi signal, therefore carrying out cluster analysis to Wi-Fi finger print information is that the feature such as MAC Address, signal strength signal intensity according to Wi-Fi signal carries out cluster analysis, and the result of final cluster depends on the method that cluster analysis adopts, therefore, when selecting clustering method, in conjunction with actual conditions, should even carry out experiment test to select suitable clustering method.Wherein, the clustering method that embodiments of the invention preferably adopt has levels cluster, k-means cluster etc.
Wi-Fi fingerprint information data in volatile data base is carried out cluster analysis with the Wi-Fi fingerprint information data in indoor differentiation database, on the one hand in order to according to the result of cluster by the data screening of mistake out, particularly, if there is the Wi-Fi fingerprint information data being in environment residing for outdoor mobile terminal in the Wi-Fi fingerprint information data of the indoor environment collected, so same place or near again occur mistake gather possibility can be very little, therefore, when carrying out cluster analysis, the data of mistake and other any data all can not be classified as a class, this just by the data screening of mistake out.On the other hand in order to classify according to Wi-Fi fingerprint information data, the Wi-Fi fingerprint information data in same indoor or adjacent chamber is categorized in together, prepare to set up index later.By the feature such as MAC Address, signal strength signal intensity of cluster analysis according to Wi-Fi signal, classified by the Wi-Fi fingerprint information data of indoor environment, each sorted group just can adopt common feature (such as identical MAC Address etc.) as the mark of index.
Step 1023b: according to the result of described cluster analysis, carries out filtration treatment to the Wi-Fi fingerprint information data in described volatile data base.
Because sometimes can error be there is when differentiating in the Wi-Fi fingerprint information data of indoor environment, such as, sometimes fixing socket is also had in outdoor, can for the fixing charging of mobile terminal, or there is mistake when judging mobile terminal charged state, or pass through mobile terminal the user of outdoor, be in situations such as indoor to server acknowledge, make server by mistake by not residing for the mobile terminal of indoor the Wi-Fi fingerprint information data of environment be used as the Wi-Fi fingerprint information data being in environment residing for indoor mobile terminal and process, therefore, the Wi-Fi fingerprint information data of the indoor environment mobile terminal that server obtains can not uploaded directly carries out processing and using, first to carry out a filter operation to information data.
Wherein, step 1023b comprises step a ~ c:
Data in volatile data base are added corresponding sorted group by step a: according to the classification of cluster analysis.
Adopt suitable clustering algorithm, cluster analysis is carried out to data, after classifying according to the feature of data, data in volatile data base are joined corresponding sorted group, multiple sorted group can be obtained like this, wherein, sorted group can be the original sorted group of indoor differentiation database, also can be the newly-established sorted group of data in volatile data base.
Step b: judge whether the number of Wi-Fi fingerprint information data element in each sorted group is less than the first predetermined threshold value.
Step c: the Wi-Fi fingerprint information data number of Wi-Fi fingerprint information data element be less than in the volatile data base in the sorted group of the first predetermined threshold value is deleted.
For each sorted group, obtain the number of Wi-Fi fingerprint information data element in sorted group, this number is compared size with the first predetermined threshold value, first predetermined threshold value can set with experience as required, such as, arranging the first predetermined threshold value is 2, when in certain sorted group, the number of Wi-Fi fingerprint information data element is less than 2, is deleted by Wi-Fi fingerprint information data in this sorted group.
Step 1024b: the Wi-Fi fingerprint information data in described volatile data base after filtering is stored in described existing indoor differentiation database.
Every predetermined time, Wi-Fi fingerprint information data in volatile data base is carried out cluster analysis together with the Wi-Fi fingerprint information data in indoor differentiation database, then deletion action is carried out to the data filtered out, remaining data are stored in indoor differentiation database, and are stored in corresponding sorted group by classification.
In addition, according to the data message in indoor Wi-Fi fingerprint information data storehouse, index is set up.
In a database, index is a kind of database structure relevant with table, and it can make the SQL statement corresponding to watch perform faster.The effect of index is equivalent to the catalogue of books, can find required content fast according to the page number in catalogue.When show in have record in a large number time, inquire about to his-and-hers watches, the first search information mode entirely shows search, all records are taken out one by one, contrast one by one with querying condition, then return the record satisfied condition, do like this and can consume mass data storehouse system time, and cause a large amount of magnetic disc i/o to operate; The second sets up index exactly in table, then finds the index value meeting querying condition in the index, is equivalent to the page number finally by the ROWID(preserved in the index) find record corresponding in table fast.Index provides the pointer of the data value in the appointment row pointing to and be stored in table, then sorts to these pointers according to the clooating sequence of specifying, greatly accelerates the retrieval rate of data.Therefore, setting up index can improve search speed greatly, raises the efficiency.
Step 103: the Wi-Fi finger print information obtaining environment residing for mobile terminal described to be determined that mobile terminal to be determined uploads.
The Wi-Fi fingerprint information data of environment residing for it is uploaded by mobile terminal to be determined, received by server, in a kind of execution mode of the embodiment of the present invention, for mobile terminal, every predetermined time, gather the Wi-Fi finger print information of environment residing for current described mobile terminal, and by the Wi-Fi finger print information active upload that collects to server.
In the another kind of execution mode of the present embodiment, server sent request to mobile terminal every predetermined time, after mobile terminal receives request, the Wi-Fi finger print information of environment residing for the current described mobile terminal collected was uploaded to server.
Step 104: the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment and described indoor differentiation database residing for described mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor.
Fig. 4 be first embodiment of the invention provide differentiate whether mobile terminal to be determined is positioned at indoor method flow diagram according to indoor differentiation database, as shown in Figure 4:
Step 104 specifically comprises step 1041 ~ step 1044:
Step 1041: search inquiry and current Wi-Fi fingerprint information data to be determined have the set of metadata of similar data of common trait in indoor differentiation database.
Wherein, current Wi-Fi fingerprint information data to be determined is the Wi-Fi fingerprint information data of the current residing environment of mobile terminal to be determined.According to Wi-Fi fingerprint information data (such as Wi-Fi list, MAC Address etc.) in the index of current Wi-Fi fingerprint information data to be determined and indoor differentiation database or indoor differentiation database, in indoor differentiation database, carry out search inquiry, find and have the set of metadata of similar data of common trait (having the Wi-Fi finger print information of same item in such as Wi-Fi list, MAC Address) with current Wi-Fi fingerprint information data to be determined.If find the set of metadata of similar data having common trait with current Wi-Fi fingerprint information data to be determined in indoor differentiation database, so Wi-Fi fingerprint information data of environment near the current mobile terminal to be determined of this data representation, at this moment can't judge that whether mobile terminal to be determined is in indoor, also to further judge, because possibility mobile terminal is in the outdoor near certain indoor.
Step 1042: the similarity calculating all described set of metadata of similar data and current Wi-Fi fingerprint information data to be determined.
Particularly, when mobile terminal is when indoor, the Wi-Fi fingerprint information data of environment residing for described mobile terminal will be more close with the Wi-Fi fingerprint information data of this indoor environment, similarity will be higher, at this moment, we need the similarity of the Wi-Fi fingerprint information data calculating environment residing for all described set of metadata of similar data and current described mobile terminal to be determined, thus do further to judge according to similarity.The methods such as wherein, embodiments of the invention preferably adopt COS distance, Euclidean distance, common factor ratio carry out the calculating of similarity.
Step 1043: by all described similarities respectively compared with the second predetermined threshold value.
Particularly, first will rule of thumb or experiment set a predetermined threshold value to similarity, then by calculated similarity compared with this predetermined threshold value.
Step 1044: when described similarity is greater than the second predetermined threshold value, judges that described mobile terminal to be determined is positioned at indoor.
First, there is no search inquiry to when having a set of metadata of similar data of common trait with current Wi-Fi fingerprint information data to be determined when differentiating indoor in database, illustrating that distance of mobile terminal indoor to be determined are comparatively far away, therefore can judge that mobile terminal to be determined is in outdoor.
When all similarities are all not more than the second predetermined threshold value, illustrate that the difference of the Wi-Fi fingerprint information data of Wi-Fi fingerprint information data to be determined and indoor environment is comparatively large, judge that mobile terminal to be determined is in outdoor.When having at least a similarity to be greater than predetermined threshold value, judge that mobile terminal to be determined is in indoor.
When server judges that mobile terminal is behind indoor, result is pushed to described mobile terminal, or carries out message push according to this result, also can carry out corresponding switching according to result to the locate mode of described mobile terminal.
In sum, the general principle of the first embodiment of the present invention as shown in Figure 5, be in several mobile terminals of indoor diverse location, the Wi-Fi finger print information of indoor environment residing for it is gathered, by collect its residing for the Wi-Fi finger print information of indoor environment be uploaded to server, and the Wi-Fi fingerprint information data of indoor environment to be stored in volatile data base 301.When also not setting up indoor differentiation database 302, cluster analysis is carried out to the data in volatile data base 301, erased noise data, and utilize satisfactory data remaining in volatile data base 301 to set up indoor differentiation database 302; When setting up indoor differentiation database 302, all data in volatile data base 301 and existing indoor differentiation database 302 are put together and carries out cluster analysis, erased noise data, and satisfactory data remaining in volatile data base 301 are stored in existing indoor differentiation database 302, data in indoor differentiation database 302 are supplemented, makes the data in indoor differentiation database 302 more reliable.
A kind of method judging mobile terminal locations that first embodiment of the invention provides, by utilize be in that indoor mobile terminal collects its residing for the Wi-Fi fingerprint information data of environment set up indoor differentiation database, Wi-Fi finger print information in the Wi-Fi finger print information of environment and indoor differentiation database residing for mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor, while reducing power consumption, also reduce false determination ratio.
Embodiment two
Fig. 6 is a kind of functional block diagram judging the device of mobile terminal locations that second embodiment of the invention provides, as shown in Figure 6, described device comprises: first information acquisition module 601, for obtaining the Wi-Fi finger print information of the indoor environment uploaded by mobile terminal; The data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment for setting up indoor differentiation database according to the Wi-Fi finger print information of indoor environment, or are stored in indoor differentiation database by database management module 602; Second data obtaining module 603, for obtaining the Wi-Fi finger print information of environment residing for mobile terminal to be determined that mobile terminal to be determined uploads; For the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment residing for the mobile terminal to be determined that sends according to the second data obtaining module 603 and indoor differentiation database, first determination module 604, differentiates whether mobile terminal to be determined is positioned at indoor.
Wherein, the Wi-Fi finger print information of indoor environment comprises: the Wi-Fi finger print information of environment residing for the described mobile terminal collected automatically uploaded by the mobile terminal being in fixing charged state after testing.Or, the Wi-Fi finger print information of environment residing for the described mobile terminal collected uploaded according to the request that server sends by the mobile terminal being in fixing charged state after testing.Or, the Wi-Fi finger print information of environment residing for the described mobile terminal collected uploaded in the response of indoor according to user by mobile terminal.Preferably, first information acquisition module 601 is for the Wi-Fi finger print information of environment residing for the described mobile terminal that mobile terminal receive is uploaded; Charging status information is judged, when described mobile terminal is in fixing charged state, using the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for described mobile terminal as indoor environment.
First, first information acquisition module 601 wants the Wi-Fi finger print information of collecting chamber environment, preferably, the Wi-Fi finger print information of indoor environment is automatically uploaded by the mobile terminal being in fixing charged state after testing or is uploaded by the upload operation instruction triggers of user.
Particularly, for the mobile terminal being in fixing charged state after testing, in an embodiment of the present embodiment, every predetermined time, the information of described acquisition for mobile terminal battery status, judge whether to be in charged state according to the information of battery status, if be in charged state, detect and whether be in fixing charged state, when mobile terminal is in fixing charged state, trigger uploading instructions, by the current Wi-Fi finger print information active upload collected to the first information acquisition module 601 of server.
In the another kind of execution mode of the present embodiment, server sent request to mobile terminal every predetermined time, after mobile terminal receives request, charged state is detected, when detecting that mobile terminal is in fixing charged state, trigger uploading instructions, the Wi-Fi finger print information of environment residing for the current described mobile terminal collected is uploaded to the first information acquisition module 601 of server.
The present embodiment also has a kind of execution mode, the Wi-Fi finger print information of environment residing for the information of current charged state and the current described mobile terminal that collects is uploaded to the first information acquisition module 601(active upload of server simultaneously or replys the upload request of server every predetermined time by mobile terminal), the charging status information of first information acquisition module 601 pairs of mobile terminals of server judges, when mobile terminal is in fixing charged state, the Wi-Fi finger print information of environment residing for current described mobile terminal carries out collecting and processing as indoor environment Wi-Fi finger print information by server.
Wherein, preferably, mobile terminal or first information acquisition module 601 are for judging whether described mobile terminal is in charged state, specifically comprise: when detecting that mobile terminal has charging current, judge that described mobile terminal is current and be in charged state, when detection does not have charging current, judge that described mobile terminal is current and be not in charged state.When mobile terminal is in charged state, whether mobile terminal or first information acquisition module 601 are in fixing charged state specifically comprise for detecting mobile terminal: sample to charging current, obtain sample rate current, sample rate current and at least one predetermined current are compared, the charging modes adopted is judged according to the result compared, if the difference of sample rate current and at least one predetermined current is less than predetermined threshold, obtain the information adopting fixed power source charging modes, if the difference of sample rate current and all predetermined current is all not less than predetermined threshold, obtain the information adopting portable power source charging modes.
The present embodiment also has a kind of execution mode, upload operation instruction triggers by user is uploaded to the mobile terminal of indoor environment Wi-Fi finger print information, server sends inquiry instruction every predetermined time to described mobile terminal, push the message of inquiry whether in indoor, user is replied by mobile terminal, if user answer is for being (in indoor), starting upload operation instruction, triggering the Wi-Fi finger print information of environment residing for the current mobile terminal uploading and collect.
Particularly, database management module 602, comprising: volatile data base sub module stored 6021, for storing the Wi-Fi fingerprint information data of the indoor environment uploaded by mobile terminal; Data processing submodule 6022, for every predetermined time, when setting up indoor differentiation database, Wi-Fi fingerprint information data in described volatile data base sub module stored 6021 is carried out cluster analysis, or when existing indoor differentiation database, the Wi-Fi fingerprint information data in volatile data base sub module stored 6021 is carried out cluster analysis with the Wi-Fi fingerprint information data in existing indoor differentiation database; Data filtering submodule 6023, for the result according to cluster analysis, carries out filtration treatment to the Wi-Fi fingerprint information data in volatile data base sub module stored 6021, filtering noise data; Indoor differentiation database purchase submodule 6024, for storing the Wi-Fi fingerprint information data in volatile data base sub module stored 6021 after filtering.
Wherein, data filtering submodule 6023 specifically for: by cluster analysis by the Wi-Fi fingerprint information data in volatile data base sub module stored 6021 by tagsort, obtain at least two sorted group; Judge whether the number of Wi-Fi fingerprint information data element in each sorted group is less than the first predetermined threshold value; The Wi-Fi fingerprint information data number of Wi-Fi fingerprint information data element be less than in the volatile data base sub module stored 6021 in the sorted group of the first predetermined threshold value is deleted.
In addition, at the Wi-Fi fingerprint information data setting up indoor differentiation database and store in volatile data base sub module stored 6021 after filtering, according to the data message in indoor Wi-Fi fingerprint information data storehouse, index is set up.The effect of index is equivalent to the catalogue of books, can find required content fast according to the page number in catalogue.When have in showing record in a large number time, in table, set up index, when inquiring about to his-and-hers watches, first find the index value meeting querying condition in the index, be equivalent to the page number finally by the ROWID(preserved in the index) find record corresponding in table fast.Index provides the pointer of the data value in the appointment row pointing to and be stored in table, then sorts to these pointers according to the clooating sequence of specifying, greatly accelerates the retrieval rate of data.Therefore, setting up index can improve search speed greatly, raises the efficiency.
Wherein, first determination module 604 comprises: search inquiry submodule 6041, the set of metadata of similar data of common trait is had for search inquiry in indoor differentiation database purchase submodule 6024 and current Wi-Fi fingerprint information data to be determined, wherein, current Wi-Fi fingerprint information data to be determined is the Wi-Fi fingerprint information data of mobile terminal current environment to be determined; Similarity Measure submodule 6042, for calculating the similarity of all set of metadata of similar data and current Wi-Fi fingerprint information data to be determined; Comparison sub-module 6043, for by all similarities respectively compared with the second predetermined threshold value; Indoor decision sub-module 6044, for when similarity is greater than the second predetermined threshold value, judges that mobile terminal to be determined is positioned at indoor.
Wherein, first determination module 604 also comprises: outdoor decision sub-module 6045, for there is no search inquiry to when having the set of metadata of similar data of common trait or all similarities to be all not more than the second predetermined threshold value with current Wi-Fi fingerprint information data to be determined in indoor differentiation database purchase submodule 6024, judge that mobile terminal to be determined is positioned at outdoor.
A kind of device judging mobile terminal locations that second embodiment of the invention provides, by utilize be in that indoor mobile terminal collects its residing for the Wi-Fi fingerprint information data of environment set up indoor differentiation database, Wi-Fi finger print information in the Wi-Fi finger print information of environment and indoor differentiation database residing for mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor, while reducing power consumption, also reduce false determination ratio.
Embodiment three
Fig. 7 is the functional block diagram of a kind of mobile terminal that third embodiment of the invention provides, and as shown in Figure 7, described mobile terminal comprises: Wi-Fi finger print information acquisition module 701, for obtaining the Wi-Fi finger print information of environment residing for mobile terminal; Determination information acquisition module 702, for obtaining determination information, wherein, determination information is for judging that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the basis of the Wi-Fi finger print information of indoor environment; Information transfer module 703, for uploading the information that described acquisition for mobile terminal arrives.
Wherein, determination information acquisition module 702 is for the information that obtains mobile terminal charged state; Or obtain the response message of the user of described mobile terminal.
Wherein, mobile terminal also comprises: the second determination module 704, and the determination information for transmitting according to determination information acquisition module 702 judges that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the Wi-Fi finger print information of indoor environment.Second determination module 704 specifically for: the charging status information according to mobile terminal judges, when mobile terminal is in fixing charged state, judges the Wi-Fi finger print information of Wi-Fi finger print information as indoor environment of environment residing for mobile terminal; Or the response message according to the user of mobile terminal judges, when the response of the user of mobile terminal is in indoor, judge the Wi-Fi finger print information of Wi-Fi finger print information as indoor environment of environment residing for mobile terminal.
Mobile terminal also comprises: first information receiver module 705, for receiving the solicited message that service end sends; First control module 706, for sending uploading instructions according to solicited message to information transfer module 703, trigger message transmits module 703 and uploads the corresponding information with solicited message, or for detecting the result of determination of the second determination module 704 according to solicited message, when the second determination module 704 judges the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for mobile terminal as indoor environment, send uploading instructions to information transfer module 703, trigger message transmits the Wi-Fi finger print information that module 703 uploads indoor environment.
Or mobile terminal also comprises: the second information receiving module 707, for receiving the solicited message that service end sends; First response selection window pushing module 708, for pushing response selection window according to the solicited message of the service end received; Second control module 709, for the user that obtains described mobile terminal at determination information acquisition module 702 when the response message of indoor, send uploading instructions to information transfer module 703, trigger the Wi-Fi finger print information that described information transfer module 703 uploads indoor environment.
Or, mobile terminal also comprises: the 3rd control module 70a, for sending uploading instructions every predetermined time to information transfer module 703, trigger message transmission module 703 uploads the information that acquisition for mobile terminal arrives, or for every predetermined time, detect the result of determination of the second determination module 704, when the second determination module 704 judges the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for mobile terminal as indoor environment, send uploading instructions to information transfer module 703, trigger message transmits the Wi-Fi finger print information that module 703 uploads indoor environment.
Or mobile terminal also comprises: the second response selection window pushing module 70b, for every predetermined time, pushes response selection window automatically; 4th control module 70c, for obtain described mobile terminal at described determination information acquisition module 702 the response message of user in indoor time, send uploading instructions to information transfer module 703, trigger message transmits the Wi-Fi finger print information that module 703 uploads indoor environment.
In sum, particularly, the mobile terminal that the third embodiment of the present invention provides can be summarized as following several situation:
Be divided into following several according to the collection mode of the Wi-Fi finger print information of indoor environment:
1), mobile terminal except comprising Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 and information transfer module 703, also comprise first information receiver module 705 and the first control module 706.
First, collected the Wi-Fi finger print information of environment residing for described mobile terminal by Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 gets the information of the current charged state of described mobile terminal.When first information receiver module 705 receive service end send Wi-Fi finger print information and determination information upload request after, first control module 706, send uploading instructions to information transfer module 703, trigger message transmits the information of the Wi-Fi finger print information that module 703 uploads environment residing for the described mobile terminal that collected by Wi-Fi finger print information acquisition module 701 and the current charged state of the described mobile terminal got by determination information acquisition module 702.(the Wi-Fi finger print information of the Wi-Fi finger print information judging environment residing for described mobile terminal according to the information of the current charged state of described mobile terminal by server whether indoor environment.)
2), mobile terminal except comprising Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 and information transfer module 703, also comprise the second determination module 704, first information receiver module 705 and the first control module 706.
First, the Wi-Fi finger print information of environment residing for described mobile terminal is collected by Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 gets the information of the current charged state of described mobile terminal, the charging status information of the mobile terminal got according to determination information acquisition module 702 by the second determination module 704 judges, when mobile terminal is in fixing charged state, judge that the Wi-Fi finger print information of environment residing for mobile terminal is the Wi-Fi finger print information of indoor environment.After first information receiver module 705 receives the indoor environment Wi-Fi finger print information upload request information of service end transmission, first control module 706, detect the result of determination of the second determination module 704, when the second determination module 704 judges the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for mobile terminal as indoor environment, send uploading instructions to information transfer module 703, trigger message transmits the Wi-Fi finger print information that module 703 uploads indoor environment.
3), mobile terminal except comprising Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 and information transfer module 703, also comprise the second information receiving module 707, first and reply selection window pushing module 708 and the second control module 709.
First, the Wi-Fi finger print information of environment residing for described mobile terminal is collected by Wi-Fi finger print information acquisition module 701, after the second information receiving module 707 receives the indoor environment Wi-Fi finger print information upload request information of service end transmission, first response selection window pushing module 708, response selection window is pushed according to the solicited message of the service end received, in order to inquire that whether user is in indoor, user is by selecting the option in indoor at response selection window or do not make response at the option of indoor, the response message of user is obtained by determination information acquisition module 702.Second control module 709 obtains the user of described mobile terminal when the response message of indoor at determination information acquisition module 702, send uploading instructions to information transfer module 703, and trigger message transmits the Wi-Fi finger print information that module 703 uploads indoor environment.
4), mobile terminal except comprising Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 and information transfer module 703, also comprise the 3rd control module 70a.
First, collected the Wi-Fi finger print information of environment residing for described mobile terminal by Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 gets the information of the current charged state of described mobile terminal.3rd control module 70a, to send the instruction of the information uploading the Wi-Fi finger print information of environment residing for described mobile terminal and the current charged state of described mobile terminal to information transfer module 703 every predetermined time, trigger message transmits the information of the Wi-Fi finger print information that module 703 uploads environment residing for the described mobile terminal that collected by Wi-Fi finger print information acquisition module 701 and the current charged state of the described mobile terminal got by determination information acquisition module 702.(the Wi-Fi finger print information of the Wi-Fi finger print information judging environment residing for described mobile terminal according to the information of the current charged state of described mobile terminal by server whether indoor environment.)
5), mobile terminal except comprising Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 and information transfer module 703, also comprise the second determination module 704, the 3rd control module 70a.
First, collected the Wi-Fi finger print information of environment residing for described mobile terminal by Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 gets the information of the current charged state of described mobile terminal.The charging status information of the mobile terminal got according to determination information acquisition module 702 by the second determination module 704 judges, when mobile terminal is in fixing charged state, judge that the Wi-Fi finger print information of environment residing for mobile terminal is the Wi-Fi finger print information of indoor environment.3rd control module 70a is every predetermined time, detect the result of determination of the second determination module 704, when the second determination module 704 judges the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for mobile terminal as indoor environment, send uploading instructions to information transfer module 703, trigger message transmits the Wi-Fi finger print information that module 703 uploads indoor environment.
6), mobile terminal except comprising Wi-Fi finger print information acquisition module 701, determination information acquisition module 702 and information transfer module 703, also comprise the second response selection window pushing module 70b, the 4th control module 70c.
First, the Wi-Fi finger print information of environment residing for described mobile terminal is collected by Wi-Fi finger print information acquisition module 701, second response selection window pushing module 70b pushes response selection window automatically every predetermined time, in order to inquire that whether user is in indoor, user, by selecting the option in indoor at response selection window or do not make response at the option of indoor, is obtained the response message of user by determination information acquisition module 702.4th control module 70c obtains the user of described mobile terminal when the response message of indoor at determination information acquisition module 702, send uploading instructions to information transfer module 703, and trigger message transmits the Wi-Fi finger print information that module 703 uploads indoor environment.
Wherein, preferably, mobile terminal or server judge whether described mobile terminal is in charged state, specifically be included in when detecting that mobile terminal has a charging current, judge that described mobile terminal is current and be in charged state, when detection does not have charging current, judge that described mobile terminal is current and be not in charged state.When mobile terminal is in charged state, the step whether mobile terminal or server detection mobile terminal are in fixing charged state specifically comprises: sample to charging current, obtain sample rate current, sample rate current and at least one predetermined current are compared, the charging modes adopted is judged according to the result compared, if the difference of sample rate current and at least one predetermined current is less than predetermined threshold, obtain the information adopting fixed power source charging modes, if the difference of sample rate current and all predetermined current is all not less than predetermined threshold, obtain the information adopting portable power source charging modes.
Be divided into following several according to the mode of uploading of mobile terminal Wi-Fi finger print information to be determined:
1), mobile terminal except comprising Wi-Fi finger print information acquisition module 701 and information transfer module 703, also comprise first information receiver module 705 and the first control module 706.
First, the Wi-Fi finger print information of environment residing for described mobile terminal is collected by Wi-Fi finger print information acquisition module 701.After first information receiver module 705 receives the mobile terminal Wi-Fi finger print information upload request to be determined of service end transmission, first control module 706, send uploading instructions to information transfer module 703, trigger message transmits the Wi-Fi finger print information (mobile terminal Wi-Fi finger print information to be determined) that module 703 uploads the current residing environment of the described mobile terminal collected by Wi-Fi finger print information acquisition module 701.
2), mobile terminal except comprising Wi-Fi finger print information acquisition module 701 and information transfer module 703, also comprise the 3rd control module 70a.
First, the Wi-Fi finger print information of environment residing for described mobile terminal is collected by Wi-Fi finger print information acquisition module 701.3rd control module 70a to send the instruction of the Wi-Fi finger print information uploading the current residing environment of described mobile terminal every predetermined time to information transfer module 703, trigger message transmits the Wi-Fi finger print information (mobile terminal Wi-Fi finger print information to be determined) that module 703 uploads the current residing environment of the described mobile terminal collected by Wi-Fi finger print information acquisition module 701.
A kind of mobile terminal apparatus that third embodiment of the invention provides, during by mobile terminal is in indoor, the Wi-Fi fingerprint information data of residing environment is uploaded to server (for setting up indoor differentiation database), and the Wi-Fi finger print information of environment residing for mobile terminal to be determined is uploaded to server in the future, Wi-Fi finger print information in the Wi-Fi finger print information of environment and indoor differentiation database residing for mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor, while reducing power consumption, also reduce false determination ratio.
Embodiment four
Fourth embodiment of the invention provides a kind of system judging mobile terminal locations, described system comprises: mobile terminal, for obtaining the Wi-Fi finger print information of environment residing for described mobile terminal, obtain determination information, upload the information that described acquisition for mobile terminal arrives, wherein, determination information is for judging that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the basis of the Wi-Fi finger print information of indoor environment.Service end, for obtain the described acquisition for mobile terminal uploaded by mobile terminal to information, acquisition for mobile terminal to information comprise the Wi-Fi finger print information of environment residing for the Wi-Fi finger print information of indoor environment and mobile terminal to be determined, indoor differentiation database is set up according to the Wi-Fi finger print information of indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment are stored in existing indoor differentiation database, the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment and indoor differentiation database residing for mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor.Wherein, in an embodiment of the present embodiment, service end is also for sending upload request to mobile terminal.
Wherein, in an embodiment of the present embodiment, be judge that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the Wi-Fi finger print information of indoor environment by mobile terminal according to determination information.In another embodiment, the described acquisition for mobile terminal uploaded of mobile terminal to information also comprise determination information, judge that whether the Wi-Fi finger print information of environment residing for the described mobile terminal that described mobile terminal is uploaded is the Wi-Fi finger print information of indoor environment by service end according to determination information.
Wherein, determination information comprises the response message of the information of described mobile terminal present charge state or the user of described mobile terminal.
In sum, the principle of system that provides of fourth embodiment of the invention and reciprocal process as follows:
For building database and the process increasing database data, comprising:
The information of the Wi-Fi finger print information of environment residing for mobile terminal described in scheme one, acquisition for mobile terminal and the current charged state of described mobile terminal.Service end sends the upload request of Wi-Fi finger print information and mobile terminal charging status information, after mobile terminal receives the upload request that service end sends, upload the information of the Wi-Fi finger print information of environment residing for described mobile terminal and the current charged state of described mobile terminal.Server receives the information of the Wi-Fi finger print information of environment residing for described mobile terminal and the current charged state of described mobile terminal, and the Wi-Fi finger print information of the Wi-Fi finger print information judging environment residing for described mobile terminal according to the information of the current charged state of described mobile terminal whether indoor environment, obtain the Wi-Fi finger print information of indoor environment in this way, and set up indoor differentiation database according to the Wi-Fi finger print information of indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment are stored in existing indoor differentiation database.
The information of the Wi-Fi finger print information of environment residing for mobile terminal described in scheme two, acquisition for mobile terminal and the current charged state of described mobile terminal, service end dispatcher's office environment Wi-Fi finger print information upload request information, after mobile terminal receives the upload request of service end transmission, the charged state residing for mobile terminal is judged according to the information of the current charged state of described mobile terminal, when mobile terminal is in fixing charged state, judge that the Wi-Fi finger print information of environment residing for mobile terminal is the Wi-Fi finger print information of indoor environment.At this moment, the Wi-Fi finger print information of indoor environment is uploaded to server by mobile terminal.Server receives the Wi-Fi finger print information of indoor environment, and set up indoor differentiation database according to the Wi-Fi finger print information of indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment are stored in existing indoor differentiation database.
The Wi-Fi finger print information of environment residing for mobile terminal described in scheme three, acquisition for mobile terminal, service end dispatcher's office environment Wi-Fi finger print information upload request information, after mobile terminal receives the upload request of service end transmission, push response selection window, whether user is in indoor in inquiry, obtains the response message of user.When the response message of the user getting described mobile terminal in indoor, upload the Wi-Fi finger print information (the Wi-Fi finger print information of environment residing for described mobile terminal) of indoor environment.Server receives the Wi-Fi finger print information of indoor environment, and set up indoor differentiation database according to the Wi-Fi finger print information of indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment are stored in existing indoor differentiation database.
The information of the Wi-Fi finger print information of environment residing for mobile terminal described in scheme four, acquisition for mobile terminal and the current charged state of described mobile terminal.Every predetermined time, the information of the Wi-Fi finger print information of environment residing for described mobile terminal and the current charged state of described mobile terminal is uploaded to server by mobile terminal.Server receives the information of the Wi-Fi finger print information of environment residing for described mobile terminal and the current charged state of described mobile terminal, and the Wi-Fi finger print information of the Wi-Fi finger print information judging environment residing for described mobile terminal according to the information of the current charged state of described mobile terminal whether indoor environment, obtain the Wi-Fi finger print information of indoor environment in this way, and set up indoor differentiation database according to the Wi-Fi finger print information of indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment are stored in existing indoor differentiation database.
The information of the Wi-Fi finger print information of environment residing for mobile terminal described in scheme five, acquisition for mobile terminal and the current charged state of described mobile terminal, and judge the charged state residing for mobile terminal according to the information of the current charged state of described mobile terminal, when mobile terminal is in fixing charged state, judge that the Wi-Fi finger print information of environment residing for mobile terminal is the Wi-Fi finger print information of indoor environment.Every predetermined time, detect judge result, when the Wi-Fi finger print information of environment residing for mobile terminal is the Wi-Fi finger print information of indoor environment, mobile terminal by the Wi-Fi finger print information active upload of indoor environment to server.Server receives the Wi-Fi finger print information of indoor environment, and set up indoor differentiation database according to the Wi-Fi finger print information of indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment are stored in existing indoor differentiation database.
The Wi-Fi finger print information of environment residing for mobile terminal described in scheme six, acquisition for mobile terminal, every predetermined time mobile terminal automatically push response selection window, whether user in indoor in inquiry, obtain the response message of user.When the response message of the user getting described mobile terminal in indoor, automatically upload the Wi-Fi finger print information (the Wi-Fi finger print information of environment residing for described mobile terminal) of indoor environment.Server receives the Wi-Fi finger print information of indoor environment, and set up indoor differentiation database according to the Wi-Fi finger print information of indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of indoor environment are stored in existing indoor differentiation database.
For mobile terminal Wi-Fi finger print information to be determined upload and indoor and outdoor judge process, comprising:
The Wi-Fi finger print information of environment residing for mobile terminal described in scheme one, acquisition for mobile terminal.Service end sends mobile terminal Wi-Fi finger print information upload request to be determined, after mobile terminal receives the upload request of service end transmission, the Wi-Fi finger print information (mobile terminal Wi-Fi finger print information to be determined) of current for described mobile terminal residing environment is uploaded to server.The Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of server environment residing for mobile terminal to be determined and indoor differentiation database differentiates whether mobile terminal to be determined is positioned at indoor.
The Wi-Fi finger print information of environment residing for mobile terminal described in scheme two, acquisition for mobile terminal.Further, every predetermined time, the Wi-Fi finger print information (mobile terminal Wi-Fi finger print information to be determined) of current for described mobile terminal residing environment is uploaded to server by mobile terminal.The Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of server environment residing for mobile terminal to be determined and indoor differentiation database differentiates whether mobile terminal to be determined is positioned at indoor.
A kind of system judging mobile terminal locations that fourth embodiment of the invention provides, the Wi-Fi fingerprint information data that indoor mobile terminal gathers residing environment is in by utilizing, and set up indoor differentiation database by server, Wi-Fi finger print information in the Wi-Fi finger print information of environment and indoor differentiation database residing for mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor, while reducing power consumption, also reduce false determination ratio.Obviously, those skilled in the art should be understood that, above-mentioned of the present invention each module or each step can be implemented by communication terminal as above, and can be integrated in for the transmission of voice messaging and receiving function also can receiving speech information to make communication terminal both can send on same communication terminal.Alternatively, the embodiment of the present invention can realize by the executable program of computer installation, thus they storages can be performed by processor in the storage device, described program can be stored in a kind of computer-readable recording medium, the above-mentioned storage medium mentioned can be read-only memory, disk or CD etc.; Or they are made into each integrated circuit modules respectively, or the multiple module in them or step are made into single integrated circuit module to realize.Like this, the present invention is not restricted to the combination of any specific hardware and software.
Below be only illustrating of doing for the preferred embodiments of the present invention and know-why thereof; and the restriction not technology contents of the present invention carried out; anyly be familiar with those skilled in the art in technical scope disclosed in this invention; the change easily expected or replacement, all should be encompassed in protection scope of the present invention.

Claims (27)

1. judge a method for mobile terminal locations, it is characterized in that, comprising:
Obtain the Wi-Fi finger print information of the indoor environment uploaded by mobile terminal;
Set up indoor differentiation database according to the Wi-Fi finger print information of described indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment are stored in existing indoor differentiation database;
Obtain the Wi-Fi finger print information of environment residing for mobile terminal described to be determined that mobile terminal to be determined uploads;
The Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment and described indoor differentiation database residing for described mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor.
2. method according to claim 1, is characterized in that, the Wi-Fi finger print information of described indoor environment obtains in the following way:
Automatically uploaded by the mobile terminal being in fixing charged state after testing;
Or the request sent according to server by the mobile terminal being in fixing charged state is after testing uploaded;
Or, uploaded in the response of indoor according to user by mobile terminal.
3. method according to claim 1, is characterized in that, the Wi-Fi finger print information of the indoor environment that described acquisition is uploaded by mobile terminal, comprising:
Receive the Wi-Fi finger print information of environment residing for the current charging status information of described mobile terminal that described mobile terminal uploads and the described mobile terminal that collects;
Described charging status information is judged, when described mobile terminal is in fixing charged state, using the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for described mobile terminal as indoor environment.
4. method according to claim 1, is characterized in that, the described Wi-Fi finger print information according to described indoor environment sets up indoor differentiation database, comprising:
The Wi-Fi fingerprint information data of described indoor environment is stored in volatile data base;
Wi-Fi fingerprint information data in described volatile data base is carried out cluster analysis;
According to the result of described cluster analysis, filtration treatment is carried out to the Wi-Fi fingerprint information data in described volatile data base;
Store the Wi-Fi fingerprint information data after filtering in described volatile data base, set up indoor differentiation database;
The data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment are stored in existing indoor differentiation database, comprise:
The Wi-Fi fingerprint information data of described indoor environment is stored in volatile data base;
Wi-Fi fingerprint information data in described volatile data base is carried out cluster analysis with the Wi-Fi fingerprint information data in described existing indoor differentiation database;
According to the result of described cluster analysis, filtration treatment is carried out to the Wi-Fi fingerprint information data in described volatile data base;
Wi-Fi fingerprint information data in described volatile data base after filtering is stored in described existing indoor differentiation database.
5. method according to claim 4, is characterized in that, the described result according to described cluster analysis, carries out filtration treatment, comprising the Wi-Fi fingerprint information data in described volatile data base:
According to the classification of described cluster analysis, the data in described volatile data base are added corresponding sorted group;
Judge whether the number of Wi-Fi fingerprint information data element in each sorted group is less than the first predetermined threshold value;
The Wi-Fi fingerprint information data that the number of Wi-Fi fingerprint information data element is less than in the sorted group of the first predetermined threshold value in volatile data base is deleted.
6. method according to claim 1, it is characterized in that, the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of described environment residing for described mobile terminal to be determined and described indoor differentiation database differentiates whether mobile terminal to be determined is positioned at indoor, comprising:
In described indoor differentiation database, search inquiry and current Wi-Fi fingerprint information data to be determined have the set of metadata of similar data of common trait;
Calculate the similarity of all described set of metadata of similar data and current Wi-Fi fingerprint information data to be determined;
By all described similarities respectively compared with the second predetermined threshold value;
When described similarity is greater than the second predetermined threshold value, judge that described mobile terminal to be determined is positioned at indoor.
7. method according to claim 6, it is characterized in that, the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of described environment residing for described mobile terminal to be determined and described indoor differentiation database differentiates whether mobile terminal to be determined is positioned at indoor, also comprises:
The set of metadata of similar data of common trait is had to current Wi-Fi fingerprint information data to be determined when there is no search inquiry in described indoor differentiation database, or when all described similarities are all not more than the second predetermined threshold value, judge that described mobile terminal to be determined is positioned at outdoor.
8. judge a device for mobile terminal locations, it is characterized in that, comprising:
First information acquisition module, for obtaining the Wi-Fi finger print information of the indoor environment uploaded by mobile terminal;
The data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment for setting up indoor differentiation database according to the Wi-Fi finger print information of described indoor environment, or are stored in indoor differentiation database by database management module;
Second data obtaining module, for obtaining the Wi-Fi finger print information of environment residing for mobile terminal described to be determined that mobile terminal to be determined uploads;
For the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment residing for the mobile terminal described to be determined that sends according to described second data obtaining module and described indoor differentiation database, first determination module, differentiates whether mobile terminal to be determined is positioned at indoor.
9. device according to claim 8, is characterized in that, the Wi-Fi finger print information of described indoor environment comprises:
Automatically the Wi-Fi finger print information of environment residing for the described mobile terminal collected uploaded by the mobile terminal being in fixing charged state after testing;
Or, the Wi-Fi finger print information of environment residing for the described mobile terminal collected uploaded according to the request that server sends by the mobile terminal being in fixing charged state after testing;
Or, the Wi-Fi finger print information of environment residing for the described mobile terminal collected uploaded in the response of indoor according to user by mobile terminal.
10. device according to claim 8, is characterized in that, described first information acquisition module is used for:
The Wi-Fi finger print information of environment residing for the charging status information that the described mobile terminal uploaded of mobile terminal receive is current and the described mobile terminal that collects;
Described charging status information is judged, when described mobile terminal is in fixing charged state, using the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for described mobile terminal as indoor environment.
11. devices according to claim 8, is characterized in that, described database management module, comprising:
Volatile data base sub module stored, for storing the Wi-Fi fingerprint information data of described indoor environment;
Data processing submodule, for when setting up indoor differentiation database, Wi-Fi fingerprint information data in described volatile data base sub module stored is carried out cluster analysis, or when existing indoor differentiation database, the Wi-Fi fingerprint information data in described volatile data base sub module stored is carried out cluster analysis with the Wi-Fi fingerprint information data in existing indoor differentiation database;
Data filtering submodule, for the result according to described cluster analysis, carries out filtration treatment to the Wi-Fi fingerprint information data in described volatile data base sub module stored;
Indoor differentiation database purchase submodule, for storing the Wi-Fi fingerprint information data in described volatile data base sub module stored after filtering.
12. devices according to claim 11, is characterized in that, described data filtering submodule specifically for:
After described cluster analysis, the data in described volatile data base sub module stored are added corresponding sorted group;
Judge whether the number of Wi-Fi fingerprint information data element in each sorted group is less than the first predetermined threshold value;
The Wi-Fi fingerprint information data that the number of Wi-Fi fingerprint information data element is less than in the sorted group of the first predetermined threshold value in volatile data base sub module stored is deleted.
13. devices according to claim 8, is characterized in that, described first determination module comprises:
Search inquiry submodule, has the set of metadata of similar data of common trait for search inquiry and current Wi-Fi fingerprint information data to be determined in described indoor differentiation database purchase submodule;
Similarity Measure submodule, for calculating the similarity of all described set of metadata of similar data and current Wi-Fi fingerprint information data to be determined;
Comparison sub-module, for by all described similarities respectively compared with the second predetermined threshold value;
Indoor decision sub-module, for when described similarity is greater than the second predetermined threshold value, judges that described mobile terminal to be determined is positioned at indoor.
14. devices according to claim 13, is characterized in that, described first determination module also comprises:
Outdoor decision sub-module, for when there is no search inquiry to when having the set of metadata of similar data of common trait or all described similarities to be all not more than the second predetermined threshold value with current Wi-Fi fingerprint information data to be determined in described indoor differentiation database purchase submodule, judge that described mobile terminal to be determined is positioned at outdoor.
15. 1 kinds of mobile terminals, is characterized in that, comprising:
Wi-Fi finger print information acquisition module, for obtaining the Wi-Fi finger print information of environment residing for described mobile terminal;
Determination information acquisition module, for obtaining determination information, wherein, described determination information is for judging that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the basis of the Wi-Fi finger print information of indoor environment;
Information transfer module, for uploading the information that described acquisition for mobile terminal arrives.
16. mobile terminals according to claim 15, is characterized in that, described determination information acquisition module is used for:
Obtain the information of described mobile terminal charged state; Or
Obtain the response message of the user of described mobile terminal.
17. mobile terminals according to claim 16, is characterized in that, described mobile terminal also comprises:
Second determination module, the determination information for transmitting according to described determination information acquisition module judges that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the Wi-Fi finger print information of indoor environment.
18. mobile terminals according to claim 17, is characterized in that, described second determination module specifically for:
Charging status information according to described mobile terminal judges, when described mobile terminal is in fixing charged state, judges the Wi-Fi finger print information of Wi-Fi finger print information as indoor environment of environment residing for described mobile terminal; Or
Response message according to the user of described mobile terminal judges, when the response of the user of described mobile terminal is in indoor, judges the Wi-Fi finger print information of Wi-Fi finger print information as indoor environment of environment residing for described mobile terminal.
19. mobile terminals according to claim 18, is characterized in that, described mobile terminal also comprises:
First information receiver module, for receiving the solicited message that service end sends;
First control module, for sending uploading instructions according to described request information to described information transfer module, triggering described information transfer module and uploading information corresponding with described request information, or
For the result of determination of the second determination module according to described request infomation detection, when described second determination module judges the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for described mobile terminal as indoor environment, send uploading instructions to described information transfer module, trigger the Wi-Fi finger print information that described information transfer module uploads described indoor environment.
20. mobile terminals according to claim 16, is characterized in that, described mobile terminal also comprises:
Second information receiving module, for receiving the solicited message that service end sends;
First response selection window pushing module, the solicited message for the service end received described in basis pushes response selection window;
Second control module, for obtain described mobile terminal at described determination information acquisition module the response message of user in indoor time, send uploading instructions to described information transfer module, trigger the Wi-Fi finger print information that described information transfer module uploads indoor environment.
21. mobile terminals according to claim 17, is characterized in that, described mobile terminal also comprises:
3rd control module, for sending uploading instructions every predetermined time to described information transfer module, triggering described information transfer module and uploading the information that described acquisition for mobile terminal arrives, or
For every predetermined time, detect the result of determination of described second determination module, when described second determination module judges the Wi-Fi finger print information of the Wi-Fi finger print information of environment residing for described mobile terminal as indoor environment, send uploading instructions to described information transfer module, trigger the Wi-Fi finger print information that described information transfer module uploads described indoor environment.
22. mobile terminals according to claim 16, is characterized in that, described mobile terminal also comprises:
Second response selection window pushing module, for every predetermined time, pushes response selection window automatically;
4th control module, for obtain described mobile terminal at described determination information acquisition module the response message of user in indoor time, send uploading instructions to described information transfer module, trigger the Wi-Fi finger print information that described information transfer module uploads indoor environment.
23. 1 kinds of systems judging mobile terminal locations, is characterized in that, comprising:
Mobile terminal, for obtaining the Wi-Fi finger print information of environment residing for described mobile terminal, obtain determination information, upload the information that described acquisition for mobile terminal arrives, wherein, described determination information is for judging that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the basis of the Wi-Fi finger print information of indoor environment;
Service end, for obtain the described acquisition for mobile terminal uploaded by mobile terminal to information, described acquisition for mobile terminal to information comprise the Wi-Fi finger print information of environment residing for the Wi-Fi finger print information of indoor environment and mobile terminal to be determined, indoor differentiation database is set up according to the Wi-Fi finger print information of described indoor environment, or the data of Wi-Fi finger print information satisfactory in the Wi-Fi finger print information of described indoor environment are stored in existing indoor differentiation database, the Wi-Fi fingerprint information data stored in the Wi-Fi finger print information of environment and described indoor differentiation database residing for described mobile terminal to be determined differentiates whether mobile terminal to be determined is positioned at indoor.
24. systems according to claim 23, is characterized in that, according to described determination information, described mobile terminal judges that whether the Wi-Fi finger print information of environment residing for described mobile terminal is the Wi-Fi finger print information of indoor environment.
25. systems according to claim 23, is characterized in that, the described acquisition for mobile terminal uploaded of described mobile terminal to information also comprise determination information;
According to described determination information, described service end judges that whether the Wi-Fi finger print information of environment residing for the described mobile terminal that described mobile terminal is uploaded is the Wi-Fi finger print information of indoor environment.
26. systems according to any one of claim 23-25, it is characterized in that, described determination information comprises:
The information of described mobile terminal charged state; Or
The response message of the user of described mobile terminal.
27. systems according to claim 23, is characterized in that, described service end is also for sending upload request to described mobile terminal.
CN201310384916.7A 2013-08-29 2013-08-29 Mobile terminal position determination method and device, and mobile terminal and system thereof Pending CN104427613A (en)

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Cited By (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105407497A (en) * 2015-12-08 2016-03-16 北京百度网讯科技有限公司 Indoor and outdoor position judging method and device
CN106304013A (en) * 2015-05-19 2017-01-04 宏碁股份有限公司 The method and system of search near-end device
CN106535130A (en) * 2016-11-30 2017-03-22 北京三快在线科技有限公司 Method, device and equipment for judging indoor and outdoor affiliation of mobile terminal and storage medium
CN106550329A (en) * 2016-11-01 2017-03-29 北京百度网讯科技有限公司 The detection process method and device of mobile terminal
CN106954256A (en) * 2016-01-07 2017-07-14 中国移动通信集团山东有限公司 A kind of indoor scene recognition methods and equipment
CN108156580A (en) * 2017-12-19 2018-06-12 江西师范大学 A kind of indoor floor location method based on smart mobile phone
CN105163270B (en) * 2015-09-30 2018-09-28 百度在线网络技术(北京)有限公司 The recognition methods of intelligent terminal location status and device
CN109151827A (en) * 2018-07-28 2019-01-04 中国人民解放军战略支援部队信息工程大学 WiFi Location fraud detection method and device based on radio-frequency fingerprint
CN105243115B (en) * 2015-09-25 2019-06-11 宇龙计算机通信科技(深圳)有限公司 Orientation on map method, Orientation on map device and terminal
CN110972065A (en) * 2019-12-02 2020-04-07 广东小天才科技有限公司 Building entrance and exit association method and device, terminal equipment and storage medium

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1164807A (en) * 1996-03-22 1997-11-12 松下电器产业株式会社 Wireless communication system and method and system for detection of position of radio mobile station
WO2011146831A1 (en) * 2010-05-20 2011-11-24 At&T Mobility Ii Llc Wi-fi intelligent selection engine
CN102724751A (en) * 2012-06-04 2012-10-10 清华大学 Wireless indoor positioning method based on off-site survey

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1164807A (en) * 1996-03-22 1997-11-12 松下电器产业株式会社 Wireless communication system and method and system for detection of position of radio mobile station
WO2011146831A1 (en) * 2010-05-20 2011-11-24 At&T Mobility Ii Llc Wi-fi intelligent selection engine
CN102724751A (en) * 2012-06-04 2012-10-10 清华大学 Wireless indoor positioning method based on off-site survey

Cited By (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106304013A (en) * 2015-05-19 2017-01-04 宏碁股份有限公司 The method and system of search near-end device
CN106304013B (en) * 2015-05-19 2019-12-24 宏碁股份有限公司 Method and system for searching near-end device
CN105243115B (en) * 2015-09-25 2019-06-11 宇龙计算机通信科技(深圳)有限公司 Orientation on map method, Orientation on map device and terminal
CN105163270B (en) * 2015-09-30 2018-09-28 百度在线网络技术(北京)有限公司 The recognition methods of intelligent terminal location status and device
CN105407497A (en) * 2015-12-08 2016-03-16 北京百度网讯科技有限公司 Indoor and outdoor position judging method and device
CN105407497B (en) * 2015-12-08 2019-05-31 北京百度网讯科技有限公司 Indoor and outdoor judgment method and device
CN106954256A (en) * 2016-01-07 2017-07-14 中国移动通信集团山东有限公司 A kind of indoor scene recognition methods and equipment
CN106954256B (en) * 2016-01-07 2020-01-31 中国移动通信集团山东有限公司 indoor scene recognition method and device
CN106550329A (en) * 2016-11-01 2017-03-29 北京百度网讯科技有限公司 The detection process method and device of mobile terminal
CN106550329B (en) * 2016-11-01 2019-09-20 北京百度网讯科技有限公司 The detection processing method and device of mobile terminal
CN106535130A (en) * 2016-11-30 2017-03-22 北京三快在线科技有限公司 Method, device and equipment for judging indoor and outdoor affiliation of mobile terminal and storage medium
CN108156580A (en) * 2017-12-19 2018-06-12 江西师范大学 A kind of indoor floor location method based on smart mobile phone
CN109151827A (en) * 2018-07-28 2019-01-04 中国人民解放军战略支援部队信息工程大学 WiFi Location fraud detection method and device based on radio-frequency fingerprint
CN109151827B (en) * 2018-07-28 2021-04-02 中国人民解放军战略支援部队信息工程大学 WiFi positioning spoofing detection method and device based on radio frequency fingerprint
CN110972065A (en) * 2019-12-02 2020-04-07 广东小天才科技有限公司 Building entrance and exit association method and device, terminal equipment and storage medium

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