CN106156461A - A kind of analysis method and system carrying out movement of population based on mobile communications network - Google Patents
A kind of analysis method and system carrying out movement of population based on mobile communications network Download PDFInfo
- Publication number
- CN106156461A CN106156461A CN201510142580.2A CN201510142580A CN106156461A CN 106156461 A CN106156461 A CN 106156461A CN 201510142580 A CN201510142580 A CN 201510142580A CN 106156461 A CN106156461 A CN 106156461A
- Authority
- CN
- China
- Prior art keywords
- imsi information
- mobile
- information
- data
- communications network
- 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.)
- Pending
Links
Landscapes
- Mobile Radio Communication Systems (AREA)
Abstract
The present invention discloses a kind of analysis method and system carrying out movement of population based on mobile communications network, and described method includes: the signaling data according to mobile communications network and/or measurement report MR data, obtains international mobile subscriber identity IMSI information；The IMSI information of mobile users is screened from described IMSI information；IMSI information according to mobile users and default corresponding relation, obtain mobile users information of home location；Described corresponding relation is the corresponding relation of IMSI information and user ascription area；Add up described mobile users information of home location, obtain movement of population distribution.The present invention carries out the analysis method and system of movement of population based on mobile communications network and solves in existing population flow analysis that every profession and trade data source is single and differences between industries are big, it is achieved the low problem of the possibility of data sharing.
Description
Technical field
The present invention relates to big data analysis technique field, be specifically related to a kind of based on mobile communication
Network carries out the analysis method and system of movement of population.
Background technology
Movement of population and the inevitable outcome that migration is social development, be also to speed up world civilization and enter
The key factor of step.Movement of population is than population migration change rapidly, it was predicted that and difficult management.
By analyzing present situation and the flowing law of short-term floating population, it would be preferable to support government and dependent part
Door finds out effective countermeasure and the measure of management targetedly.Such as railway interests, aviation are public
Passenger traffic relevant departments and the units such as department, long-distance bus, subway and public transport, and hotel, scape
The unit closely bound up with movement of population such as point, can shift to an earlier date and dynamically change according to the market demand
Adjust supply and price.
The current passenger traffic department such as railway interests, airline and relevant departments can only be from own
Related system or platform obtain the inferior historical data of rail carrier person-time, air carrier
And analysis result, such data have very big industry limitation；Additionally from State Statistics Bureau
Deng website also can only from Department of Transportation obtain the whole nation moon grain size statistics data, when extend and model
Enclose granularity limitation also very big.
Exist from the passenger traffic department such as railway interests, airline and the relevant departments such as hotel, sight spot
Unicity in data source, additionally obtains the limitation of data from websites such as State Statistics Bureau,
Understand that prior art major defect includes the following aspects:
1st, data source is single
Population mobility's data of railway interests can only be originated the ticket information related to railway；
Population mobility's data of airline can only come from the ticketing service of this course line or this airline
Information, is all the personnel amount of the actual vehicles taking the railway carryings such as high ferro or aircraft,
Etc.；All cannot know A from each data source the actual market demand information to B ground,
Can there is a variety of mode of transportation from A to B ground after all.
2nd, differences between industries are big
The statistics of railway interests depends on railwayed construction situation and haulage capacity,
The statistics of same airline also relies on the existing course line of this airline and acknowledgement of consignment energy
Power, even if public security department is obtained in that related data, also cannot obtain full and accurate people macroscopically
Mouth flow-data.
3rd, data sharing possibility is very low
Hotel industry is difficult to obtain the related population flow-data of railway interests, equally from country
The websites such as statistics bureau also are difficult to obtain the historical data same period to carry out population mobility's prediction and to divide
Analysis data.
Content of the invention
The technical problem to be solved is every profession and trade data in existing population flow analysis
Source is single and differences between industries are big, it is achieved the low problem of the possibility of data sharing.
For this purpose it is proposed, first aspect, the present invention proposes one and carries out based on mobile communications network
The analysis method of movement of population, comprising:
Signaling data according to mobile communications network and/or measurement report MR data, obtain state
Border mobile identification number IMSI information；
The IMSI information of mobile users is screened from described IMSI information；
IMSI information according to mobile users and default corresponding relation, obtain mobile users and return
Possession information；Described corresponding relation is the corresponding relation of IMSI information and user ascription area；
Add up described mobile users information of home location, obtain movement of population distribution.
Optionally, the described signaling data according to mobile communications network, obtains international mobile use
Family identification code IMSI information, comprising:
Judge whether the form of the signaling data of mobile communications network meets the mark of 3GPP specification
Quasi-ASN.1 form；
If meeting, then according to ASN.1 coding rule, signaling data is resolved, obtain state
Border mobile identification number IMSI information；
Otherwise, according to preset rules, parsing is carried out to signaling data and obtain international mobile subscriber knowledge
Other code IMSI information, described preset rules is described signaling data corresponding equipment manufacturer definition
Resolution rules.
Optionally, the described IMSI information screening mobile users from described IMSI information,
Including:
Use distributed data processing and data mining technology, from described IMSI information
The IMSI information of the mobile users of screening different geographical.
Optionally, the IMSI information of the mobile users of described different geographical, comprising: different provinces
The IMSI information of mobile users and/or the IMSI information of mobile users in different city.
Optionally, described distributed data processing is HADOOP technology.
Optionally, described data mining technology is R language.
Optionally, described method also includes:
It is distributed described movement of population by the GIS-Geographic Information System web GIS based on internet
It is shown.
Second aspect, the present invention also proposes one and carries out movement of population based on mobile communications network
Analysis system, comprising:
First acquiring unit, for the signaling data according to mobile communications network and/or measurement report
Accuse MR data, obtain international mobile subscriber identity IMSI information；
Screening unit, for screening the IMSI information of mobile users from described IMSI information；
Second acquisition unit, closes for the IMSI information according to mobile users and default correspondence
System, obtains mobile users information of home location；Described corresponding relation is that IMSI information is returned with user
The corresponding relation in possession；
Statistic unit, is used for adding up described mobile users information of home location, obtains movement of population
Distribution.
Optionally, described first acquiring unit, specifically for:
Judge whether the form of the signaling data of mobile communications network meets the mark of 3GPP specification
Quasi-ASN.1 form；
If meeting, then according to ASN.1 coding rule, signaling data is resolved, obtain state
Border mobile identification number IMSI information；
Otherwise, according to preset rules, parsing is carried out to signaling data and obtain international mobile subscriber knowledge
Other code IMSI information, described preset rules is described signaling data corresponding equipment manufacturer definition
Resolution rules.
Optionally, described system also includes: display unit, for dividing described movement of population
Cloth is shown by the GIS-Geographic Information System web GIS based on internet.
Compared to prior art, the present invention carries out movement of population based on mobile communications network
It is single and capable that analysis method and system solve every profession and trade data source in existing population flow analysis
Industry otherness is big, it is achieved the low problem of the possibility of data sharing.
Further, the analysis side carrying out movement of population based on mobile communications network of the present invention
The data source of method is unified is mobile network data, signaling data can with Overall Acquisition when, only need
Signaling data to be had, has without signaling data and is all the MR data of mobile network data also
The integral implementation of analysis result can be ensured.
Further, the analysis side carrying out movement of population based on mobile communications network of the present invention
Whether the data source of method is mobile network data, occur business unrelated with user, and do not use
The user of mobile terminal is negligible substantially, therefore the deviation of analysis result is also to neglect
Slightly disregard.
Further, the analysis side carrying out movement of population based on mobile communications network of the present invention
The data source of method will not be limited by industry and impact, can truly reflect the market demand
And change.
Further, the analysis system carrying out movement of population based on mobile communications network of the present invention
System data analysis, add up and present all on a unified platform, operation and maintenance etc.
Very easy.
Further, the analysis system carrying out movement of population based on mobile communications network of the present invention
System may be provided at server end based on the functional module of big data analysis and statistics, is greatly reduced
Take the internal memory of client, to client requirements low.
Further, the analysis system carrying out movement of population based on mobile communications network of the present invention
System functional module there is easy extended attribute, it is simple to research staff for user to movement of population
Actual demand extension correlation function.
Brief description
Fig. 1 shows a kind of analysis method stream carrying out movement of population based on mobile communications network
Cheng Tu；
Fig. 2 shows a kind of analysis system knot carrying out movement of population based on mobile communications network
Composition.
Detailed description of the invention
Purpose, technical scheme and advantage for making the embodiment of the present invention are clearer, below will
In conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clearly
Chu ground describes, it is clear that described embodiment is a part of embodiment of the present invention, rather than
Whole embodiments.Based on the embodiment in the present invention, those of ordinary skill in the art are not having
There is under the premise of making creative work the every other embodiment being obtained, broadly fall into the present invention
The scope of protection.
As it is shown in figure 1, the open one of the present embodiment carries out population stream based on mobile communications network
Dynamic analysis method, the method can comprise the following steps that
101st, the signaling data according to mobile communications network and/or measurement report MR
(Measurement Report) data, obtain international mobile subscriber identity IMSI
(International Mobile Subscriber Identification Number) information；
102nd, from described IMSI information, screen the IMSI information of mobile users；
103rd, the IMSI information according to mobile users and default corresponding relation, obtains flowing
User ascription area information；Described corresponding relation is that IMSI information is corresponding with user ascription area to close
System；
104th, add up described mobile users information of home location, obtain movement of population distribution.
Step 101 specifically includes the step 1011 not shown in figure 1 below to 1013:
1011st, judge whether the form of the signaling data of mobile communications network meets 3GPP rule
The standard ASN.1 form of model；
If 1012 meet, then according to ASN.1 coding rule, signaling data is resolved,
Obtain international mobile subscriber identity IMSI information；
1013rd, otherwise, according to preset rules, parsing is carried out to signaling data and obtain international mobile
CUSTOMER ID IMSI information, described preset rules is the corresponding instrument factory of described signaling data
The resolution rules of family's definition.
In a specific example, step 102 specifically includes: use at distributed data
Reason technology and data mining technology, the flowing screening different geographical from described IMSI information is used
The IMSI information at family.
In a specific example, described in step 102, distributed data processing is
HADOOP technology, described data mining technology is R language.
In a specific example, the IMSI information bag of the mobile users of screening different geographical
Include: the IMSI information of the mobile users of the different province of screening and/or the flowing in the different city of screening are used
The IMSI information at family.
In a specific example, described method also includes the step not shown in Fig. 1
105:
105th, it is distributed described movement of population by GIS-Geographic Information System web based on internet
GIS (Geographic Information System) is shown.
Compared to prior art, above-mentioned carries out dividing of movement of population based on mobile communications network
Analysis method solves that every profession and trade data source in existing population flow analysis is single and differences between industries
Greatly, it is achieved the low problem of the possibility of data sharing.
Further, the above-mentioned analysis method carrying out movement of population based on mobile communications network
Data source unified be mobile network data, signaling data can with Overall Acquisition when, it is only necessary to
There is signaling data, have without signaling data the MR data being all mobile network data also may be used
Ensure the integral implementation of analysis result.
Further, the above-mentioned analysis method carrying out movement of population based on mobile communications network
Data source be mobile network data, whether occur business unrelated with user, and do not use shifting
The user of dynamic terminal is negligible substantially, therefore the deviation of analysis result is also to ignore
Disregard.
Further, the above-mentioned analysis method carrying out movement of population based on mobile communications network
Data source will not be limited by industry and impact, can truly reflect the market demand and
Its change.
As in figure 2 it is shown, the open one of the present embodiment carries out population stream based on mobile communications network
Dynamic analysis system, this system can include with lower unit: the 21st, the first acquiring unit screens singly
Unit the 22nd, second acquisition unit 23 and statistic unit 24.
First acquiring unit 21, for the signaling data according to mobile communications network and/or measurement
Report MR data, obtain international mobile subscriber identity IMSI information；
Screening unit 22, for screening the IMSI letter of mobile users from described IMSI information
Breath；
Second acquisition unit 23, for according to the IMSI information of mobile users and preset right
Should be related to, obtain mobile users information of home location；Described corresponding relation is IMSI information and use
The corresponding relation of family ownership place；
Statistic unit 24, is used for adding up described mobile users information of home location, obtains population stream
Dynamic distribution.
Wherein, described first acquiring unit 21, specifically for:
Judge whether the form of the signaling data of mobile communications network meets the mark of 3GPP specification
Quasi-ASN.1 form；
If meeting, then according to ASN.1 coding rule, signaling data is resolved, obtain state
Border mobile identification number IMSI information；
Otherwise, according to preset rules, parsing is carried out to signaling data and obtain international mobile subscriber knowledge
Other code IMSI information, described preset rules is described signaling data corresponding equipment manufacturer definition
Resolution rules.
In a specific example, described system may also include the displaying not shown in Fig. 2
Unit 25, for being distributed described movement of population by the GIS-Geographic Information System based on internet
Web GIS is shown.
Compared to prior art, above-mentioned carries out dividing of movement of population based on mobile communications network
Analysis system solves that every profession and trade data source in existing population flow analysis is single and differences between industries
Greatly, it is achieved the low problem of the possibility of data sharing.
Further, the above-mentioned analysis system carrying out movement of population based on mobile communications network
Data analysis, add up and present all on a unified platform, operation and maintenance etc. ten
Divide easy.
Further, the above-mentioned analysis system carrying out movement of population based on mobile communications network
May be provided at server end based on the functional module of big data analysis and statistics, substantially reduce
Take the internal memory of client, low to client requirements.
Further, the above-mentioned analysis system carrying out movement of population based on mobile communications network
Functional module there is easy extended attribute, it is simple to research staff for user to movement of population
Actual demand extends correlation function.
For example, it is an object of the invention to provide and carry out short-term population based on mobile network
The analysis method of flowing, solves analysis and the forecasting problem of short-term movement of population between region, gives
The users such as passenger traffic relevant departments, scenic spot, hotel, public security system provide comprehensively, people timely
Mouth flow analysis statistics and prediction data.
IMSI is the mark of difference mobile subscriber, full name international mobile subscriber identity (IMSI:
International Mobile Subscriber Identification Number), it is the ten of 15
System number.Its structure is: MCC+MNC+MSIN, wherein:
MCC (Mobile Country Code, Mobile Country Code MCC): the resource of MCC is by state
Border telecommunication union (ITU) distributes unitedly in worldwide and manages, and unique identification is moved
Country belonging to user, totally 3, China is 460.
MNC (Mobile Network Code, mobile network code): be used for identifying movement
The mobile radio communication that user is belonged to, 2～3, in same country, if having multiple
PLMN (Public Land Mobile Network, PLMN, typically certain state
The corresponding PLMN of one operator of family), can be distinguished by MNC, i.e.
Each PLMN will distribute unique MNC.
(Mobile Subscriber Identification Number, mobile subscriber identifies MSIN
Number): in order to identify the mobile subscriber in a certain mobile radio communication.
Ownership place configuration information is static configuration information, is related to ownership place in MSIN
Code bit and the information of province/districts and cities' corresponding relation, need manual maintenance；
The present invention, can be to mobile communications network on the basis of obtaining ownership place configuration information
The signaling data of the armamentarium producer of (including 3G network and LTE network) the whole network is carried out
Deep analysis.Wherein the signaling data of equipment manufacturer is met to the standard of 3GPP specification
The situation of ASN.1 form, can by carrying out the parsing of core signaling to magnanimity signaling data,
And utilize caching mechanism to enter row filter to the effective IMSI data obtaining, then by effective IMSI
Data carry out preliminary analysis and storage.
When not meeting standard ASN.1 form, the present invention also can be according to producer
Resolve on the analysis foundation of sample file and obtain effective IMSI data.Do not possesses signaling data
Province or districts and cities also effectively can be supplemented by MR data, wherein the MR of equipment manufacturer
In containing IMSI information in the case of, by MR data are resolved, it is possible to obtain close
Key mobile users IMSI data.
During signaling data and MR data are resolved, not all
IMSI data are required for storing, but the how rapid signaling that IMSI is related, stream
The non-local IMSI information entering this locality separates from the original signaling or original MR information of magnanimity
Out, it is necessary to the data such as HADOOP distributed data processing technique and R language are dug
Pick means carry out the most important analysis filter process of data, so that it is guaranteed that the effect of data analysis
Rate, reduces the Memory Load to server and storage load simultaneously.
After obtaining mobile users IMSI data, i.e. need to resolve MSIN in IMSI,
I.e. would know that the true ownership place of this IMSI in conjunction with ownership place configuration information, to non-of ownership place
The IMSI of province or these districts and cities carries out the inflow people that statistical analysis i.e. can get this province/these districts and cities
Mouth quantity and inflow source province/districts and cities.And can big data analysis and storage on the basis of pair
IMSI statistical analysis, it is thus achieved that the Floating population quantity of this province/these districts and cities and flow out source province/
Districts and cities.Simultaneously statistics result combine Web GIS can intuitively by the direction of line,
Color and thick line reflect direction and the data of movement of population, the quick selecting party that interface provides
Formula also more convenient can save the process of query search.
It should be noted that herein, described " first " and " second " are used merely to
One entity and another entity are made a distinction, rather than between hint the two entity
Relation or order.
It will be understood by those skilled in the art that and the module in the equipment in embodiment can be entered
Row adaptively changes and they is provided in different one or more of this embodiment
In equipment.Module in embodiment or unit or assembly can be combined into a module or list
Unit or assembly, and multiple submodule or subelement or sub-component can be put them in addition.
Except at least some in such feature and/or process or unit is mutually exclusive part,
Any combination can be used to all features disclosed in this specification and so disclosed to appoint
Where all processes or the unit of method or equipment is combined.Unless expressly stated otherwise,
Each feature disclosed in this specification can be by providing replacing of identical, equivalent or similar purpose
Replace for feature.
Although additionally, it will be appreciated by those of skill in the art that some enforcements described herein
Example includes some feature included in other embodiments rather than further feature, but different
The combination of the feature of embodiment means to be within the scope of the present invention and formed different
Embodiment.
The all parts embodiment of the present invention can realize with hardware, or with at one or
The software module run on multiple processors realizes, or realizes with combinations thereof.Ability
Territory it will be appreciated by the skilled person that microprocessor or data signal can be used in practice
Processor (DSP) realizes the equipment of a kind of browser terminal according to embodiments of the present invention
In the some or all functions of some or all parts.The present invention is also implemented as
For performing part or all equipment or the device program of method as described herein
(for example, computer program and computer program).Such journey realizing the present invention
Sequence can store on a computer-readable medium, or can have one or more signal
Form.Such signal can be downloaded from internet website and obtain, or at carrier letter
There is provided on number, or provide with any other form.
Although be described in conjunction with the accompanying embodiments of the present invention, but those skilled in the art
Various modifications and variations can be made without departing from the spirit and scope of the present invention,
Such modification and modification each fall within the scope of being defined by the appended claims.
Claims (10)
1. carry out an analysis method for movement of population based on mobile communications network, its feature exists
In, comprising:
Signaling data according to mobile communications network and/or measurement report MR data, obtain state
Border mobile identification number IMSI information；
The IMSI information of mobile users is screened from described IMSI information；
IMSI information according to mobile users and default corresponding relation, obtain mobile users and return
Possession information；Described corresponding relation is the corresponding relation of IMSI information and user ascription area；
Add up described mobile users information of home location, obtain movement of population distribution.
2. method according to claim 1, it is characterised in that described logical according to moving
The signaling data of communication network, obtains international mobile subscriber identity IMSI information, comprising:
Judge whether the form of the signaling data of mobile communications network meets the mark of 3GPP specification
Quasi-ASN.1 form；
If meeting, then according to ASN.1 coding rule, signaling data is resolved, obtain state
Border mobile identification number IMSI information；
Otherwise, according to preset rules, parsing is carried out to signaling data and obtain international mobile subscriber knowledge
Other code IMSI information, described preset rules is described signaling data corresponding equipment manufacturer definition
Resolution rules.
3. method according to claim 1, it is characterised in that described from described IMSI
Information is screened the IMSI information of mobile users, comprising:
Use distributed data processing and data mining technology, from described IMSI information
The IMSI information of the mobile users of screening different geographical.
4. method according to claim 3, it is characterised in that described different geographical
The IMSI information of mobile users, comprising: the IMSI information of the different mobile users saving and/
Or the IMSI information of the mobile users in difference city.
5. method according to claim 3, it is characterised in that described distributed data
Treatment technology is HADOOP technology.
6. method according to claim 3, it is characterised in that described data mining skill
Art is R language.
7. method according to claim 1, it is characterised in that described method also includes:
It is distributed described movement of population by the GIS-Geographic Information System web GIS based on internet
It is shown.
8. carry out an analysis system for movement of population based on mobile communications network, its feature exists
In, comprising:
First acquiring unit, for the signaling data according to mobile communications network and/or measurement report
Accuse MR data, obtain international mobile subscriber identity IMSI information；
Screening unit, for screening the IMSI information of mobile users from described IMSI information；
Second acquisition unit, closes for the IMSI information according to mobile users and default correspondence
System, obtains mobile users information of home location；Described corresponding relation is that IMSI information is returned with user
The corresponding relation in possession；
Statistic unit, is used for adding up described mobile users information of home location, obtains movement of population
Distribution.
9. system according to claim 8, it is characterised in that described first obtains list
Unit, specifically for:
Judge whether the form of the signaling data of mobile communications network meets the mark of 3GPP specification
Quasi-ASN.1 form；
If meeting, then according to ASN.1 coding rule, signaling data is resolved, obtain state
Border mobile identification number IMSI information；
Otherwise, according to preset rules, parsing is carried out to signaling data and obtain international mobile subscriber knowledge
Other code IMSI information, described preset rules is described signaling data corresponding equipment manufacturer definition
Resolution rules.
10. system according to claim 8, it is characterised in that described system is also wrapped
Include: display unit, for being believed described movement of population distribution by the geography based on internet
Breath system web GIS is shown.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201510142580.2A CN106156461A (en) | 2015-03-27 | 2015-03-27 | A kind of analysis method and system carrying out movement of population based on mobile communications network |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201510142580.2A CN106156461A (en) | 2015-03-27 | 2015-03-27 | A kind of analysis method and system carrying out movement of population based on mobile communications network |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN106156461A true CN106156461A (en) | 2016-11-23 |
Family
ID=57339254
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201510142580.2A Pending CN106156461A (en) | 2015-03-27 | 2015-03-27 | A kind of analysis method and system carrying out movement of population based on mobile communications network |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN106156461A (en) |
Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106649636A (en) * | 2016-12-08 | 2017-05-10 | 北京锐安科技有限公司 | Personnel mobility analysis method and device based on mobile terminal |
| CN107645740A (en) * | 2017-09-01 | 2018-01-30 | 深圳市盛路物联通讯技术有限公司 | A kind of mobile monitoring method and terminal |
| CN107645741A (en) * | 2017-09-27 | 2018-01-30 | 中国联合网络通信集团有限公司 | Appraisal procedure, device and the server that a kind of customer service perceives |
| CN109615573A (en) * | 2018-12-05 | 2019-04-12 | 武汉烽火众智数字技术有限责任公司 | Field staff based on big data flees about to commit crimes analysis method and system |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1808483A (en) * | 2006-01-16 | 2006-07-26 | 彭京 | Biologic heuristic calculation based floating population information analysis and alert and alarm method |
| CN101083785A (en) * | 2007-07-04 | 2007-12-05 | 贾林 | Method and system for obtaining people information |
| CN101345924A (en) * | 2008-07-31 | 2009-01-14 | 华为技术有限公司 | Method, system and equipment for acquiring corresponding relationship of IMSI and number |
| CN101631302A (en) * | 2008-07-14 | 2010-01-20 | 中兴通讯股份有限公司 | Method and device for acquiring international mobile subscriber identity of mobile communication terminal by base station |
| CN103634775A (en) * | 2012-08-24 | 2014-03-12 | 中兴通讯股份有限公司 | A method and device for obtaining moving information of users moving between administrative regions |
| CN103906086A (en) * | 2012-12-26 | 2014-07-02 | ***通信集团江苏有限公司 | Personnel flow monitoring method and apparatus based on mobile network |
-
2015
- 2015-03-27 CN CN201510142580.2A patent/CN106156461A/en active Pending
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1808483A (en) * | 2006-01-16 | 2006-07-26 | 彭京 | Biologic heuristic calculation based floating population information analysis and alert and alarm method |
| CN101083785A (en) * | 2007-07-04 | 2007-12-05 | 贾林 | Method and system for obtaining people information |
| CN101631302A (en) * | 2008-07-14 | 2010-01-20 | 中兴通讯股份有限公司 | Method and device for acquiring international mobile subscriber identity of mobile communication terminal by base station |
| CN101345924A (en) * | 2008-07-31 | 2009-01-14 | 华为技术有限公司 | Method, system and equipment for acquiring corresponding relationship of IMSI and number |
| CN103634775A (en) * | 2012-08-24 | 2014-03-12 | 中兴通讯股份有限公司 | A method and device for obtaining moving information of users moving between administrative regions |
| CN103906086A (en) * | 2012-12-26 | 2014-07-02 | ***通信集团江苏有限公司 | Personnel flow monitoring method and apparatus based on mobile network |
Non-Patent Citations (2)
| Title |
|---|
| 林四川 等；: "《CDMA2000***IMSI安全策略研究》", 《电子技术应用》 * |
| 赵时亮 等；: "《基于移动通信的人口流动信息大数据分析方法与应用》", 《人口与社会》 * |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106649636A (en) * | 2016-12-08 | 2017-05-10 | 北京锐安科技有限公司 | Personnel mobility analysis method and device based on mobile terminal |
| CN107645740A (en) * | 2017-09-01 | 2018-01-30 | 深圳市盛路物联通讯技术有限公司 | A kind of mobile monitoring method and terminal |
| CN107645741A (en) * | 2017-09-27 | 2018-01-30 | 中国联合网络通信集团有限公司 | Appraisal procedure, device and the server that a kind of customer service perceives |
| CN109615573A (en) * | 2018-12-05 | 2019-04-12 | 武汉烽火众智数字技术有限责任公司 | Field staff based on big data flees about to commit crimes analysis method and system |
| CN109615573B (en) * | 2018-12-05 | 2023-05-05 | 武汉烽火众智数字技术有限责任公司 | Foreign personnel flow channeling analysis method and system based on big data |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| Toole et al. | The path most traveled: Travel demand estimation using big data resources | |
| Omer et al. | Spatial patterns of retail activity and street network structure in new and traditional Israeli cities | |
| Gao et al. | Discovering spatial interaction communities from mobile phone d ata | |
| Kwak et al. | Seeing is believing: Sharing real-time visual traffic information via vehicular clouds | |
| US20130035089A1 (en) | Generating an OD Matrix | |
| CN106156461A (en) | A kind of analysis method and system carrying out movement of population based on mobile communications network | |
| CN105556554A (en) | Multiple device correlation | |
| Guo et al. | Understanding ride-on-demand service: Demand and dynamic pricing | |
| Cao et al. | Characterizing the structure of the railway network in China: a complex weighted network approach | |
| CN104796880B (en) | Client identification module SIM card resource allocation methods, relevant device and system | |
| CN106447547A (en) | Intelligent tourism platform and running method | |
| Wismans et al. | Improving a priori demand estimates transport models using mobile phone data: a Rotterdam-region case | |
| Zhao et al. | Unveiling cabdrivers’ dining behavior patterns for site selection of ‘taxi canteen’using taxi trajectory data | |
| Liu et al. | New parameter-free mobility model: Opportunity priority selection model | |
| Panczak et al. | Estimating temporary populations: a systematic review of the empirical literature | |
| Zhang et al. | Spatial‐Temporal Characteristics of Primary and Secondary Educational Resources for Relocated Children of Migrant Workers: The Case of Liaoning Province | |
| Lorenzi et al. | Utilizing social media to improve local government responsiveness | |
| Jiang et al. | A collective human mobility analysis method based on data usage detail records | |
| Wang et al. | Elaborating spatiotemporal associations between the built environment and urban vibrancy: A case of Guangzhou City, China | |
| Meng et al. | Street morphology and travel by dockless shared bicycles in Beijing, China | |
| CN113918669A (en) | Device and method for realizing natural resource homeland space planning one-map system | |
| Zhu et al. | Ridership Prediction of Urban Rail Transit Stations Based on AFC and POI Data | |
| Ribeiro et al. | Smart tourism: a bibliometric analysis of scientific publications from the scopus and web of science databases | |
| CN102567934A (en) | Civil aviation mobile travel management system and method thereof | |
| Parcianello et al. | Transportation: An overview from open data approach |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20161123 |
|
| RJ01 | Rejection of invention patent application after publication |