CN107027135A - A kind of method and device for recognizing indoor user - Google Patents
A kind of method and device for recognizing indoor user Download PDFInfo
- Publication number
- CN107027135A CN107027135A CN201610071666.5A CN201610071666A CN107027135A CN 107027135 A CN107027135 A CN 107027135A CN 201610071666 A CN201610071666 A CN 201610071666A CN 107027135 A CN107027135 A CN 107027135A
- Authority
- CN
- China
- Prior art keywords
- ticket
- cell
- main plot
- user
- indoor
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/02—Arrangements for optimising operational condition
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Telephonic Communication Services (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
The invention provides a kind of method and device for recognizing indoor user, this method includes：Whether determine main plot is indoor cell；If main plot is not indoor cell, the corresponding measurement data of each ticket in the main plot is determined according to the measurement report sample data MRO files of main plot；User's cell number shared when performing the ticket is judged successively according to the corresponding measurement data of each ticket in main plot；When taking a cell, judge whether the ticket is indoor scene ticket according to the corresponding measurement data of ticket；The quantity accounting of indoor scene ticket in total ticket of main plot is counted, when the quantity accounting is more than default ratio, it is indoor user when performing the indoor scene ticket to determine user.The embodiment of the present invention can be analyzed by the measurement report sample data MRO files to cell, and whether be indoor user, so as to no longer need substantial amounts of manpower and materials, improve recognition efficiency if automatically identifying user.
Description
Technical field
The present invention relates to mobile communication technology field, more particularly to a kind of side for recognizing indoor user
Method and device.
Background technology
At present, TD-LTE business developments are rapid, wherein, most business occurs in room
It is interior, and indoor Resources for construction is limited, therefore, how under limited resource, realizes indoor
The identification of family focus, is a big difficult point of current operator.At present, the master of indoor user is recognized
Method is wanted to include two kinds：Various indoor scenes are carried out by call quality test calls " to sweep building
Action " is to realize indoor user identification, based on MRO (MR Original, measurement report sample
Notebook data file) (Observed Time Difference of Arrival are observed to be reached OTDOA
Time difference) indoor user identification method.
But, by artificial drive test, although it is relatively accurate to sweep building data, but takes time and effort and imitate
Rate is relatively low, and part floor position cannot be introduced into test, indoor therefore, it is difficult to comprehensively identify
Family is covered.And be based purely on the positioning of MRO data can Auxiliary support, although can be lifted and sweep building
Efficiency, whether be indoor generation, it is difficult to quickly effectively identify indoor if but cannot be distinguished by MR
Family overlay area.
The content of the invention
In view of the above problems, the present invention proposes a kind of method and device for recognizing indoor user,
Need to expend substantial amounts of manpower and materials in the method for solving identification indoor user at present, during identification
Between longer and inefficiency the problem of.
According to an aspect of the invention, there is provided a kind of method for recognizing indoor user, the party
Method includes：
Whether determine main plot is indoor cell；
If the main plot is not indoor cell, according to the measurement report sample of the main plot
Data MRO files determine the corresponding measurement data of each ticket in the main plot；
Judge that user is holding successively according to the corresponding measurement data of each ticket in the main plot
Shared cell number during the row ticket；
When taking a cell, the words are judged according to the corresponding measurement data of the ticket
Whether single is indoor scene ticket；
The quantity accounting of indoor scene ticket in total ticket of the main plot is counted, when described
When quantity accounting is more than default ratio, determine that user is when performing the indoor scene ticket
Indoor user.
Alternatively, before whether the determination main plot is indoor cell, methods described is also
Including：
Obtain the MRO files and cell attribute of the main plot；
Correspondingly, whether the determination main plot is indoor cell, is specifically included：
Determine whether the main plot is indoor cell according to the cell attribute；
Correspondingly, the measurement report sample data MRO files according to the main plot
The corresponding measurement data of each ticket in the main plot is determined, in addition to：
Determine the corresponding cell attribute of each ticket in the main plot.
Alternatively, it is described whether to judge the ticket according to the corresponding measurement data of the ticket
For indoor scene ticket, specifically include：
Determine in the corresponding measurement data of the ticket whether to include antenna angle of arrival AOA and
Timing Advance TA；
If the corresponding measurement data of the ticket includes AOA and TA, according to the AOA
Judge whether the ticket is stationary user ticket with TA；
If the ticket is stationary user ticket, according to the corresponding cell attribute of the ticket
Whether determine the ticket is indoor scene ticket.
Alternatively, methods described also includes：
If not including AOA and TA in the corresponding measurement data of the ticket, according to the master
The Reference Signal Received Power RSRP of cell and the RSRP of adjacent cell judge the ticket
Whether it is stationary user ticket；
If the ticket is stationary user ticket, according to the corresponding cell attribute of the ticket
Whether determine the ticket is indoor scene ticket.
Alternatively, it is described to judge whether the ticket is static use according to the AOA and TA
Family ticket, is specifically included：
Determine whether AOA variance yields and TA variance yields are respectively less than or equal to the first default threshold
Value；
If, it is determined that continuous N number of sample data in the corresponding measurement data of the ticket
Whether the difference of TA values and TA averages is less than the second predetermined threshold value, if being less than, it is determined that described
Ticket is stationary user ticket, wherein, N is the positive integer more than 2.
Alternatively, it is described to be sentenced according to the RSRP of the main plot and the RSRP of adjacent cell
Whether the ticket that breaks is stationary user ticket, is specifically included：
Determine the RSRP variance yields of the main plot and the RSRP variance yields of the adjacent cell
Whether threeth predetermined threshold value is all higher than, if being more than, it is determined that the ticket is talked about for stationary user
It is single.
Alternatively, the measurement report sample data MRO files according to the main plot
The corresponding measurement data of each ticket in the main plot is determined, is specifically included：
, will according to the time interval between adjacent two sample datas in the MRO files
The MRO files are divided into the corresponding measurement data of multiple tickets, obtain the main plot
The corresponding measurement data of interior each ticket.
Alternatively, the corresponding measurement data of each ticket includes user described in execution
The cell ID of cell is taken during ticket,
Correspondingly, it is described according to the corresponding measurement data of each ticket in the main plot successively
Judge user's cell number shared when performing the ticket, including：
For each ticket, the cell mark that user takes cell when performing the ticket is obtained
Know；
Judge user's cell shared when performing the ticket according to the cell ID
Number.
, should according to another aspect of the present invention there is provided a kind of device for recognizing indoor user
Device includes：
Cell attribute determining unit, for determining whether main plot is indoor cell；
Call bill data determining unit, for when the main plot is not indoor cell, according to
The measurement report sample data MRO files of the main plot determine each in the main plot
The corresponding measurement data of ticket；
Judging unit is taken, for according to the corresponding measurement number of each ticket in the main plot
The cell number shared when performing the ticket according to user is judged successively；
Ticket judging unit, during for taking a cell when user is performing the ticket,
Judge whether the ticket is indoor scene ticket according to the corresponding measurement data of the ticket；
Indoor scene ticket in user's determining module, total ticket for counting the main plot
Quantity accounting, when the quantity accounting is more than default ratio, determine that user is performing institute
It is indoor user when stating indoor scene ticket.
Alternatively, the device also includes：
Data capture unit, for before whether the determination main plot is indoor cell,
Obtain the MRO files and cell attribute of the main plot；
Correspondingly, the cell attribute determining unit, specifically for according to the cell attribute
Whether determine the main plot is indoor cell；
Correspondingly, the call bill data determining unit, is additionally operable to determine in the main plot every
The corresponding cell attribute of one ticket.
Beneficial effects of the present invention are：
The method and device for the identification indoor user that the present invention is provided, by determining that main plot is
No is indoor cell, if main plot is not indoor cell, according to the measurement report sample of main plot
Notebook data MRO files determine the corresponding measurement data of each ticket in main plot, according to main
The corresponding measurement data of each ticket judges that user is performing ticket when institute successively in cell
The cell number of occupancy, when taking a cell, sentences according to the corresponding measurement data of ticket
Whether broken words list is indoor scene ticket, counts indoor scene ticket in total ticket of main plot
Quantity accounting, when quantity accounting is more than default ratio, determine that user is performing indoor field
It is indoor user during scape ticket.The embodiment of the present invention can pass through the measurement report sample to cell
Notebook data MRO files are analyzed, and whether automatically identify user is indoor user, from
And substantial amounts of manpower and materials are no longer needed, improve recognition efficiency.
Brief description of the drawings
By reading the detailed description of hereafter preferred embodiment, various other advantage and benefit
It will be clear understanding for those of ordinary skill in the art.Accompanying drawing is only used for showing to be preferable to carry out
The purpose of mode, and it is not considered as limitation of the present invention.And in whole accompanying drawing, use
Identical reference symbol represents identical part.In the accompanying drawings：
Fig. 1 is the method flow diagram for the identification indoor user that one embodiment of the invention is proposed；
Fig. 2 is the method flow diagram for the identification indoor user that another embodiment of the present invention is proposed；
Step S25 in the method for the identification indoor user that Fig. 3 proposes for another embodiment of the present invention
Subdivision flow chart；
Fig. 4 is the structural representation of the device for the identification indoor user that one embodiment of the invention is proposed
Figure.
Embodiment
Embodiments of the invention are described below in detail, the example of the embodiment is shown in the accompanying drawings
Go out, wherein same or similar label represents same or similar element or with phase from beginning to end
The element of same or similar functions.The embodiments described below with reference to the accompanying drawings are exemplary,
It is only used for explaining the present invention, and is not construed as limiting the claims.
Fig. 1 shows a kind of flow chart of the method for identification indoor user of the embodiment of the present invention.
Reference picture 1, the method for the identification indoor user that the embodiment of the present invention is proposed is specifically included
Following steps：
S11, determine whether main plot is indoor cell.
It will be appreciated that the main plot in the present embodiment is current main serving cell.
If specifically, when the main plot is indoor cell, it may be determined that the use under the cell
Family is indoor user.
If S12, the main plot are not indoor cells, according to the measurement report of the main plot
Sample data MRO files determine the corresponding measurement data of each ticket in the main plot.
In the embodiment of the present invention, LTE network north orientation MRO is obtained by MR acquisition servers
File, wherein, LTE MRO files are including but not limited to main serving cell CGI, MME
Group code MmeGroupId, MME code MmeCode, for MME in S1 interfaces
Middle one UE of unique mark MmeUeS1apId, Timing Advance TA (Tadv), day
Line angle of arrival AOA, main serving cell RSRP and adjacent cell RSRP etc..
By parsing MRO files, after according to MmeGroupId, MmeCode and
MmeUeS1apId carries out ticket and collected, and determines in the main plot that each ticket is corresponding and surveys
Measure data, the corresponding measurement data of ticket：Cell ID ID, TA maximum including experience,
TA minimum values, TA averages, TA variance yields, AOA maximums, AOA minimum values, AOA
Average, main serving cell RSRP variance yields, adjacent cell RSRP variance yields, session duration etc..
S13, according to the corresponding measurement data of each ticket in the main plot user is judged successively
The shared cell number when performing the ticket.
In the embodiment of the present invention, it is determined that the corresponding measurement data of each ticket in the main plot
Afterwards, it can judge that user is performing the words successively according to the corresponding measurement data of the ticket
Shared cell number when single.If user's cell shared when performing the ticket
When number is a cell, then further these tickets can be judged；If user is holding
When shared cell number is multiple cells during the row ticket, then the user is can consider not
It is indoor user, terminates the judgement to the user.
S14, when take a cell when, judge institute according to the corresponding measurement data of the ticket
Whether state ticket is indoor scene ticket.
Specifically, can be by whether judging the ticket according to the corresponding measurement data of the ticket
For stationary user ticket, when the ticket is stationary user ticket, it is determined that the ticket is
Indoor scene ticket.
The quantity accounting of indoor scene ticket in S15, total ticket of the statistics main plot, when
When the quantity accounting is more than default ratio, determine user when performing the indoor scene ticket
For indoor user.
Wherein, for the concrete numerical value of above-mentioned default ratio, those skilled in the art are according to reality
Experience carries out related setting, and the embodiment of the present invention is not any limitation as to this.For example, can
Different settings are done to set the cycle as 10% or 30%, or according to different districts.
In a particular application, indoor scene ticket in total ticket of the statistics main plot
Quantity accounting is specially：Indoor scene in total ticket of the main plot in statistics preset time period
The quantity accounting of ticket.Wherein, the preset time period may be configured as working time section or other
The customer location relatively-stationary period.
In the present embodiment, in main plot the corresponding measurement data of each ticket complete whether be
After the judgement of indoor scene ticket, by counting room in total ticket quantity in the main plot
The quantity accounting of interior scene ticket quantity, when the quantity accounting is more than default ratio, it is determined that
User is indoor user when performing the indoor scene ticket.In the embodiment of the present invention, pass through
When the quantity accounting of indoor scene ticket is more than default ratio in total ticket of the main plot,
It is indoor user when performing the indoor scene ticket to determine user, and then is avoided due to individual example
Data, e.g., the corresponding call bill data of user of a certain temporal persistence made a phone call, to indoor
The degree of accuracy of family identification is impacted.
The method of identification indoor user provided in an embodiment of the present invention, when main plot is not indoor small
Qu Shi, is analyzed the measurement report sample data MRO files of main plot, automatic identification
Go out whether the user conversated in outdoor cell is indoor user, so as to realize that identification is indoor
Substantial amounts of manpower and materials are no longer needed during family, recognition efficiency is improved.It is indoor identifying
After family, you can to combine the latitude and longitude information of user, and then Accurate Analysis positioning has interior
The building of covering problem, are greatly improved indoor construction accuracy.Interior can be accurately distinguished simultaneously
Consumer's Experience in outer user, analysis room, so as to provide analysis means to improve user's perception, be
Network fine optimization, comprehensively analysis in-door covering provide foundation.It is finely excellent for specific network
Change process, those skilled in the art carry out respective handling according to practical experience, and the present invention is real
Example is applied no longer to be discussed in detail herein.
Fig. 2 shows a kind of flow chart of the method for identification indoor user of the embodiment of the present invention.
Reference picture 2, the method for the identification indoor user that the embodiment of the present invention is proposed is specifically included
Following steps：
S21, the MRO files and cell attribute for obtaining the main plot.
In the present embodiment, the MRO files can be collected by MR acquisition servers, institute
Stating cell attribute can be obtained by LTE cellular engineering parameters.
Specifically, LTE cellular engineerings parameter including but not limited to cell CGI, cell attribute and
Cell coverage area attribute.Wherein, cell attribute includes the indoor and outdoor attribute of cell, and cell is covered
Lid range attribute includes the type of cell coverage area, such as dense city, square, park, agriculture
Village etc..
S22, according to the cell attribute determine whether the main plot is indoor cell.
If S23, the main plot are not indoor cells, according to the measurement report of the main plot
Sample data MRO files determine the corresponding measurement data of each ticket in the main plot, and
Determine the corresponding cell attribute of each ticket in the main plot.
S24, according to the corresponding measurement data of each ticket in the main plot user is judged successively
The shared cell number when performing the ticket.
S25, when take a cell when, judge institute according to the corresponding measurement data of the ticket
Whether state ticket is indoor scene ticket.
The quantity accounting of indoor scene ticket in S26, total ticket of the statistics main plot, when
When the quantity accounting is more than default ratio, determine user when performing the indoor scene ticket
For indoor user.
In a particular application, indoor field in total ticket of the statistics main plot in step S26
The quantity accounting of scape ticket is specially：Count in preset time period in total ticket of the main plot
The quantity accounting of indoor scene ticket.Wherein, the preset time period may be configured as the working time
Section or other users position relatively-stationary period.
In a specific example, the indoor scene words of the main plot in statistics preset time period
The quantity accounting of indoor scene ticket in single quantity and total log-on count and total ticket, according to
The quantity accounting of indoor scene ticket is determined in total ticket of the main plot in preset time period
User is indoor user when performing the indoor scene ticket.
Wherein, step S25, as shown in figure 3, specifically including following steps：
A1, determine in the corresponding measurement data of the ticket whether to include antenna angle of arrival AOA
With Timing Advance TA.
If A2, the corresponding measurement data of the ticket include AOA and TA, according to described
AOA and TA judge whether the ticket is stationary user ticket.
In the present embodiment, judge whether the ticket is stationary user according to the AOA and TA
The step of implementation process of ticket is specifically included not shown in the following drawings：
A21, determine whether AOA variance yields and TA variance yields are respectively less than or equal to the first default threshold
Value；
If A22, AOA variance yields and TA variance yields are respectively less than or equal to the first predetermined threshold value,
Determine the TA values of continuous N number of sample data and TA averages in the corresponding measurement data of the ticket
Difference whether be less than the second predetermined threshold value, if being less than, it is determined that the ticket be stationary user words
It is single, wherein, N is the positive integer more than 2.
In a specific example, by judging in the corresponding measurement data of ticket：TA variances
Value<=1 and AOA variance yields<=1；
If so, then entering next step, otherwise, into the judgement of next ticket.
Judge the TA values and TA of continuous 10 sample datas in the corresponding measurement data of the ticket
Whether the difference of average is less than 1；
If, it is determined that the ticket is stationary user ticket, labeled as the execution ticket
User is stationary user, otherwise, into the judgement of next ticket.
If A3, the ticket are stationary user ticket, according to the corresponding cell of the ticket
Attribute determines whether the ticket is indoor scene ticket.
In a specific example, when a certain ticket is stationary user ticket in cell, according to
Cell coverage area attribute in the cell attribute of main plot determines whether the ticket is indoor
Scene ticket, when the cell coverage area attribute is people intensive coverage, such as
Dense city, commercial center etc., it is indoor scene ticket to determine the ticket.
Further, methods described is further comprising the steps of：
If not including AOA and TA in A4, the corresponding measurement data of the ticket, according to institute
State the Reference Signal Received Power RSRP of main plot and the RSRP of adjacent cell judges the words
Whether single is stationary user ticket.
In the present embodiment, institute is judged according to the RSRP of the main plot and adjacent cell RSRP
Whether state ticket is that the implementation process of stationary user ticket specifically includes step：Determine that the master is small
Whether the RSRP variance yields in area and the RSRP variance yields of the adjacent cell, which are all higher than the 3rd, is preset
Threshold value, if being more than, it is determined that the ticket is stationary user ticket.And it is determined that the ticket
After stationary user ticket, step A3 is performed true according to the corresponding cell attribute of the ticket
Whether the fixed ticket is indoor scene ticket.
In a specific example, by judging：The RSRP variance yields of main serving cell and neighbour
Whether the RSRP variance yields of cell is all higher than 9；
If, it is determined that the ticket is stationary user ticket, labeled as the execution ticket
User is stationary user, otherwise, into the judgement of next ticket.
Wherein, for above-mentioned first predetermined threshold value, the second predetermined threshold value and the 3rd predetermined threshold value
Concrete numerical value, those skilled in the art carry out related setting, this hair according to practical experience
Bright embodiment is not any limitation as to this.
Wherein, the measurement report sample data MRO texts according to the main plot in step S23
Part determines the corresponding measurement data of each ticket in the main plot, specifically includes：
According to the time interval between adjacent two sample datas in the MRO files, by institute
State MRO files and be divided into the corresponding measurement data of multiple tickets, obtain every in the main plot
The corresponding measurement data of one ticket.
Ticket in the present embodiment be for same MmeGroupId, MmeCode and
MmeUeS1apId, sorts according to time ascending order to the sample data in MRO files, and root
According to the time interval between adjacent two sample datas in the MRO files, if sampled point
Between time interval more than 10 report cycles be to think this conversation end, then will obtain
One single session data, is defined as a ticket.
Further, methods described also includes：Whether the duration for each ticket that judgement is determined
Remove, finally needed more than or equal to thresholding T, and by the ticket for being unsatisfactory for threshold condition
Carry out the ticket of indoor user identification.
Optionally, thresholding T is defaulted as 60 seconds, and those skilled in the art also can be according to practical experience
Related setting is carried out, the embodiment of the present invention is not any limitation as to this.
In the embodiment of the present invention, by carrying out ticket according to the time interval between sample data
Divide, and the ticket tentatively obtained is filtered according to threshold value, realize that the accurate of ticket is drawn
Divide and filter, it is to avoid interference of the individual example ticket to overall call bill data, finally ensure indoor user
The accuracy of identification.
Further, the corresponding measurement data of each ticket includes user described in execution
The cell ID of cell is taken during ticket,
Correspondingly, it is described to sentence successively according to the corresponding measurement data of each ticket in the main plot
The disconnected user cell number shared when performing the ticket, is specifically included：For each words
It is single, obtain the cell ID that user takes cell when performing the ticket；According to the cell
Mark judges user's cell number shared when performing the ticket.
In the embodiment of the present invention, the cell ID can be Location Area Code (location area
Code, LAC) and cell identification (community identity, CI), can also be other certainly
It can be used in identifying the parameter of cell, the embodiment of the present invention is not any limitation as to this.
When the embodiment of the present invention in main plot is not indoor cell, pass through the measurement to main plot
Report sample data MRO files are analyzed, and are automatically identified in outdoor cell and are conversated
User whether be indoor user, so as to no longer be needed during realizing identification indoor user a large amount of
Manpower and materials, improve recognition efficiency.After indoor user is identified, you can used with combining
The latitude and longitude information at family, and then there are the building of in-door covering in Accurate Analysis positioning, greatly
Improve indoor construction accuracy.Indoor and outdoor user can be accurately distinguished simultaneously, analyze indoor user
Experience, is network fine optimization, Quan Mianfen so as to provide analysis means to improve user's perception
Analyse in-door covering and foundation is provided.
For embodiment of the method, in order to be briefly described, therefore it is all expressed as to a series of action
Combination, but those skilled in the art should know that the embodiment of the present invention is not by described
The limitation of sequence of movement, because according to the embodiment of the present invention, some steps can be suitable using other
Sequence is carried out simultaneously.Secondly, those skilled in the art should also know, be retouched in specification
The embodiment stated belongs to preferred embodiment, and the involved action not necessarily present invention is implemented
Necessary to example.
Fig. 4 shows the structural representation of the device of the identification indoor user of the embodiment of the present invention.
Reference picture 4, the device of the identification indoor user of the embodiment of the present invention, including cell attribute
Determining unit 401, call bill data determining unit 402, occupancy judging unit 403, ticket judge
Unit 404 and user's determining module 405, wherein：
Described cell attribute determining unit 401, for determining whether main plot is indoor cell；
Described call bill data determining unit 402, for not being indoor cell when the main plot
When, the main plot is determined according to the measurement report sample data MRO files of the main plot
The corresponding measurement data of interior each ticket；
Described occupancy judging unit 403, for according to each ticket correspondence in the main plot
Measurement data judge user's shared cell number when performing the ticket successively；
Described ticket judging unit 404, for taking one when user is performing the ticket
During individual cell, judge whether the ticket is indoor field according to the corresponding measurement data of the ticket
Scape ticket；
It is indoor in described user's determining module 405, total ticket for counting the main plot
The quantity accounting of scene ticket, when the quantity accounting is more than default ratio, determines that user exists
It is indoor user when performing the indoor scene ticket.
In an alternate embodiment of the present invention where, the device also includes data capture unit：
Described data capture unit, for the determination main plot whether be indoor cell it
Before, obtain the MRO files and cell attribute of the main plot；
Correspondingly, the cell attribute determining unit 401, specifically for being belonged to according to the cell
Property determines whether the main plot is indoor cell；
Correspondingly, the call bill data determining unit 402, is additionally operable to determine in the main plot
The corresponding cell attribute of each ticket.
Alternatively, the ticket judging unit 404, specifically for determining that the ticket is corresponding
Whether include antenna angle of arrival AOA and Timing Advance TA in measurement data, when the ticket
When corresponding measurement data includes AOA and TA, the words are judged according to the AOA and TA
Whether single is stationary user ticket, if the ticket is stationary user ticket, according to the words
Single corresponding cell attribute determines whether the ticket is indoor scene ticket.
Alternatively, the ticket judging unit 404, is additionally operable to work as the corresponding measurement of the ticket
When not including AOA and TA in data, according to the Reference Signal Received Power of the main plot
RSRP and the RSRP of adjacent cell judge whether the ticket is stationary user ticket, if described
Ticket is stationary user ticket, then determines the ticket according to the corresponding cell attribute of the ticket
Whether it is indoor scene ticket.
Alternatively, the ticket judging unit 404, specifically for determining AOA variance yields and TA
Whether variance yields is respectively less than or equal to the first predetermined threshold value；If, it is determined that the ticket correspondence
Measurement data in continuous N number of sample data TA values and TA averages difference whether less than second
Predetermined threshold value, if being less than, it is determined that the ticket is stationary user ticket, wherein, N is big
In 2 positive integer.
Alternatively, the ticket judging unit 404, specifically for determining the main plot
Whether RSRP variance yields and the RSRP variance yields of the adjacent cell are all higher than the 3rd predetermined threshold value,
If being more than, it is determined that the ticket is stationary user ticket.
Alternatively, the call bill data determining unit 402, specifically for according to MRO texts
Time interval in part between adjacent two sample datas, the MRO files is divided into many
The corresponding measurement data of individual ticket, obtains the corresponding measurement number of each ticket in the main plot
According to.
Alternatively, the corresponding measurement data of each ticket includes user in the execution words
The cell ID of cell is taken when single,
Correspondingly, the occupancy judging unit 403, specifically for for each ticket, obtaining
User takes the cell ID of cell when performing the ticket, judges according to the cell ID
User's cell number shared when performing the ticket.
For device embodiment, because it is substantially similar to embodiment of the method, so description
It is fairly simple, the relevent part can refer to the partial explaination of embodiments of method.
In summary, the method and device of identification indoor user provided in an embodiment of the present invention,
When main plot is not indoor cell, pass through the measurement report sample data MRO texts to main plot
Part is analyzed, and automatically identifies whether the user conversated in outdoor cell is indoor
Family, so as to no longer need substantial amounts of manpower and materials during realizing identification indoor user, improves and knows
Other efficiency.After indoor user is identified, you can to combine the latitude and longitude information of user, enter
And Accurate Analysis positioning has the building of in-door covering, indoor construction is greatly improved accurate
Property.Consumer's Experience in indoor and outdoor user, analysis room can be accurately distinguished simultaneously, so as to improve
User perceive provide analysis means, for network fine optimization, comprehensively analysis in-door covering provide according to
According to.
Through the above description of the embodiments, those skilled in the art can be understood that
It can be realized to the present invention by hardware, necessary general hardware platform can also be added by software
Mode realize.Understood based on such, technical scheme can be with software product
Form embody, the software product can be stored in a non-volatile memory medium (can
To be CD-ROM, USB flash disk, mobile hard disk etc.) in, including some instructions are to cause one
Platform computer equipment (can be personal computer, server, or network equipment etc.) is performed
Method described in each embodiment of the invention.
It will be appreciated by those skilled in the art that accompanying drawing is the schematic diagram of a preferred embodiment, it is attached
Module or flow in figure are not necessarily implemented necessary to the present invention.
It will be appreciated by those skilled in the art that the module in device in embodiment can be according to reality
Apply example description be distributed in the device of embodiment, respective change can also be carried out and be located at difference
In one or more devices of the present embodiment.The unit of above-described embodiment can be merged into one
Unit, can also be further split into multiple submodule.
Described above is only some embodiments of the present invention, it is noted that led for this technology
For the those of ordinary skill in domain, under the premise without departing from the principles of the invention, it can also make
Some improvements and modifications, these improvements and modifications also should be regarded as protection scope of the present invention.
Claims (10)
1. a kind of method for recognizing indoor user, it is characterised in that this method includes：
Whether determine main plot is indoor cell；
If the main plot is not indoor cell, according to the measurement report sample of the main plot
Data MRO files determine the corresponding measurement data of each ticket in the main plot；
Judge that user is holding successively according to the corresponding measurement data of each ticket in the main plot
Shared cell number during the row ticket；
When taking a cell, the words are judged according to the corresponding measurement data of the ticket
Whether single is indoor scene ticket；
The quantity accounting of indoor scene ticket in total ticket of the main plot is counted, when described
When quantity accounting is more than default ratio, determine that user is when performing the indoor scene ticket
Indoor user.
2. according to the method described in claim 1, it is characterised in that determine that master is small described
Before whether area is indoor cell, methods described also includes：
Obtain the MRO files and cell attribute of the main plot；
Correspondingly, whether the determination main plot is indoor cell, is specifically included：
Determine whether the main plot is indoor cell according to the cell attribute；
Correspondingly, the measurement report sample data MRO files according to the main plot
The corresponding measurement data of each ticket in the main plot is determined, in addition to：
Determine the corresponding cell attribute of each ticket in the main plot.
3. method according to claim 1 or 2, it is characterised in that described according to institute
State the corresponding measurement data of ticket and judge whether the ticket is indoor scene ticket, specific bag
Include：
Determine in the corresponding measurement data of the ticket whether to include antenna angle of arrival AOA and
Timing Advance TA；
If the corresponding measurement data of the ticket includes AOA and TA, according to the AOA
Judge whether the ticket is stationary user ticket with TA；
If the ticket is stationary user ticket, according to the corresponding cell attribute of the ticket
Whether determine the ticket is indoor scene ticket.
4. method according to claim 3, it is characterised in that methods described also includes：
If not including AOA and TA in the corresponding measurement data of the ticket, according to the master
The Reference Signal Received Power RSRP of cell and the RSRP of adjacent cell judge the ticket
Whether it is stationary user ticket；
If the ticket is stationary user ticket, according to the corresponding cell attribute of the ticket
Whether determine the ticket is indoor scene ticket.
5. method according to claim 3, it is characterised in that described in the basis
AOA and TA judge whether the ticket is stationary user ticket, specifically include：
Determine whether AOA variance yields and TA variance yields are respectively less than or equal to the first default threshold
Value；
If, it is determined that continuous N number of sample data in the corresponding measurement data of the ticket
Whether the difference of TA values and TA averages is less than the second predetermined threshold value, if being less than, it is determined that described
Ticket is stationary user ticket, wherein, N is the positive integer more than 2.
6. method according to claim 3, it is characterised in that described according to the master
The RSRP of cell and the RSRP of adjacent cell judge whether the ticket is stationary user words
It is single, specifically include：
Determine the RSRP variance yields of the main plot and the RSRP variance yields of the adjacent cell
Whether threeth predetermined threshold value is all higher than, if being more than, it is determined that the ticket is talked about for stationary user
It is single.
7. according to the method described in claim 1, it is characterised in that described according to the master
The measurement report sample data MRO files of cell determine each ticket pair in the main plot
The measurement data answered, is specifically included：
, will according to the time interval between adjacent two sample datas in the MRO files
The MRO files are divided into the corresponding measurement data of multiple tickets, obtain the main plot
The corresponding measurement data of interior each ticket.
8. according to the method described in claim 1, it is characterised in that each ticket pair
The measurement data answered includes the cell ID that user takes cell when performing the ticket,
Correspondingly, it is described according to the corresponding measurement data of each ticket in the main plot successively
Judge user's cell number shared when performing the ticket, including：
For each ticket, the cell mark that user takes cell when performing the ticket is obtained
Know；
Judge user's cell shared when performing the ticket according to the cell ID
Number.
9. a kind of device for recognizing indoor user, it is characterised in that the device includes：
Cell attribute determining unit, for determining whether main plot is indoor cell；
Call bill data determining unit, for when the main plot is not indoor cell, according to
The measurement report sample data MRO files of the main plot determine each in the main plot
The corresponding measurement data of ticket；
Judging unit is taken, for according to the corresponding measurement number of each ticket in the main plot
The cell number shared when performing the ticket according to user is judged successively；
Ticket judging unit, during for taking a cell when user is performing the ticket,
Judge whether the ticket is indoor scene ticket according to the corresponding measurement data of the ticket；
Indoor scene ticket in user's determining module, total ticket for counting the main plot
Quantity accounting, when the quantity accounting is more than default ratio, determine that user is performing institute
It is indoor user when stating indoor scene ticket.
10. device according to claim 9, it is characterised in that the device also includes：
Data capture unit, for before whether the determination main plot is indoor cell,
Obtain the MRO files and cell attribute of the main plot；
Correspondingly, the cell attribute determining unit, specifically for according to the cell attribute
Whether determine the main plot is indoor cell；
Correspondingly, the call bill data determining unit, is additionally operable to determine in the main plot every
The corresponding cell attribute of one ticket.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201610071666.5A CN107027135B (en) | 2016-02-01 | 2016-02-01 | Method and device for identifying indoor user |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201610071666.5A CN107027135B (en) | 2016-02-01 | 2016-02-01 | Method and device for identifying indoor user |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN107027135A true CN107027135A (en) | 2017-08-08 |
| CN107027135B CN107027135B (en) | 2020-07-21 |
Family
ID=59524880
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201610071666.5A Active CN107027135B (en) | 2016-02-01 | 2016-02-01 | Method and device for identifying indoor user |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN107027135B (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110493706A (en) * | 2019-06-27 | 2019-11-22 | 中国移动通信集团海南有限公司 | The permanent residence of mobile subscriber determines method, apparatus and computer equipment |
| CN112312302A (en) * | 2019-08-02 | 2021-02-02 | 中国移动通信集团广东有限公司 | Method and server for backfilling data based on measurement report |
Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102595480A (en) * | 2012-01-19 | 2012-07-18 | 大唐移动通信设备有限公司 | Position information determining method and device |
| CN103037388A (en) * | 2012-12-06 | 2013-04-10 | 上海大唐移动通信设备有限公司 | Method and device for confirming distribution of user equipment |
| CN103096371A (en) * | 2013-01-16 | 2013-05-08 | 上海大唐移动通信设备有限公司 | Identification method and system of indoor user |
| CN103124430A (en) * | 2011-11-18 | 2013-05-29 | 中国移动通信集团内蒙古有限公司 | Method and system for locating indoor users |
| CN104244271A (en) * | 2014-08-25 | 2014-12-24 | 北京拓明科技有限公司 | Method for recognizing indoor stable users |
| CN104244317A (en) * | 2013-06-08 | 2014-12-24 | 华为技术有限公司 | Method and device for determining indoor telephone traffic states and indoor telephone traffic amount |
| CN104349335A (en) * | 2013-08-09 | 2015-02-11 | 中国移动通信集团安徽有限公司 | Network covering plan index analysis method and system |
| CN104427513A (en) * | 2013-08-30 | 2015-03-18 | 华为技术有限公司 | Identification method, device, network equipment and network system |
-
2016
- 2016-02-01 CN CN201610071666.5A patent/CN107027135B/en active Active
Patent Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103124430A (en) * | 2011-11-18 | 2013-05-29 | 中国移动通信集团内蒙古有限公司 | Method and system for locating indoor users |
| CN102595480A (en) * | 2012-01-19 | 2012-07-18 | 大唐移动通信设备有限公司 | Position information determining method and device |
| CN103037388A (en) * | 2012-12-06 | 2013-04-10 | 上海大唐移动通信设备有限公司 | Method and device for confirming distribution of user equipment |
| CN103096371A (en) * | 2013-01-16 | 2013-05-08 | 上海大唐移动通信设备有限公司 | Identification method and system of indoor user |
| CN104244317A (en) * | 2013-06-08 | 2014-12-24 | 华为技术有限公司 | Method and device for determining indoor telephone traffic states and indoor telephone traffic amount |
| CN104349335A (en) * | 2013-08-09 | 2015-02-11 | 中国移动通信集团安徽有限公司 | Network covering plan index analysis method and system |
| CN104427513A (en) * | 2013-08-30 | 2015-03-18 | 华为技术有限公司 | Identification method, device, network equipment and network system |
| CN104244271A (en) * | 2014-08-25 | 2014-12-24 | 北京拓明科技有限公司 | Method for recognizing indoor stable users |
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110493706A (en) * | 2019-06-27 | 2019-11-22 | 中国移动通信集团海南有限公司 | The permanent residence of mobile subscriber determines method, apparatus and computer equipment |
| CN112312302A (en) * | 2019-08-02 | 2021-02-02 | 中国移动通信集团广东有限公司 | Method and server for backfilling data based on measurement report |
| CN112312302B (en) * | 2019-08-02 | 2022-12-16 | 中国移动通信集团广东有限公司 | Method and server for backfilling data based on measurement report |
Also Published As
| Publication number | Publication date |
|---|---|
| CN107027135B (en) | 2020-07-21 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN110719605B (en) | Network speed detection system based on 5G technology | |
| CN110337059B (en) | Analysis algorithm, server and network system for family relationship of user | |
| CN106535234B (en) | The localization method and device of user's indulging in the internet | |
| CN106572495A (en) | Network quality monitoring method based on signalling and MR data and coverage assessment method based on signalling and MR data | |
| CN104427549B (en) | A kind of network problem analysis method and system | |
| CN103067928B (en) | A kind of analytical method of network coverage quality and system | |
| CN103796227B (en) | Carry out the method and system of wireless signal covering analyzing | |
| CN110121183B (en) | Information processing method and device and computer readable storage medium | |
| CN109121155A (en) | The determination method and device of communication system covering power | |
| CN102711162A (en) | Method for monitoring network quality and optimizing user experience in mobile internet | |
| CN105357699A (en) | Wireless network quality monitoring system and method | |
| CN103731851A (en) | Network performance evaluation method and device | |
| CN111372183A (en) | Method, device, equipment and storage medium for identifying poor terminal | |
| CN104283732A (en) | Network testing method, network testing data collection method, network testing device and network testing system | |
| CN109743743A (en) | Rasterizing monitoring method, electronic equipment, storage medium and the system of network performance | |
| CN108235335B (en) | Method and device for determining weak coverage area of indoor network | |
| CN109213832A (en) | A kind of method that four-dimension five-step approach reduces customer complaint | |
| CN106992902A (en) | A kind of wireless network coverage hole method for detecting and system | |
| CN103096371B (en) | A kind of recognition methods of indoor user and system | |
| CN109819467B (en) | 4G room coverage effect evaluation method and device and electronic equipment | |
| CN114257957B (en) | Network planning method and device, computing equipment and computer readable storage medium | |
| CN107027135A (en) | A kind of method and device for recognizing indoor user | |
| CN105848104B (en) | Flow of personnel state monitoring method and device based on region | |
| CN104883705A (en) | Problem positioning method for data service complaints and device thereof | |
| CN109994128B (en) | Voice quality problem positioning method, device, equipment and medium |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |