CN104951382B - Intelligent terminal user behavior analysis method and system based on APP mapping libraries - Google Patents
Intelligent terminal user behavior analysis method and system based on APP mapping libraries Download PDFInfo
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Abstract
The invention discloses a kind of intelligent terminal user behavior analysis method and system based on APP mapping libraries, create an APP mapping library analog acquisition systems, installation APP applications are downloaded using the analog acquisition system and start APP applications one by one, network is carried out in each APP applications running and cuts package operation, parsing network section package informatin obtains the every terms of information for user behavior analysis, establish the User action log obtained and the mapping relations of current APP applications, persistence realizes the foundation of APP mapping libraries to APP mapping libraries.When user behavior analysis need to be carried out, the User action log information of user's intelligent terminal is collected, according to the mapping relations of the APP mapping libraries, analyzes user behavior of the user based on intelligent terminal.It can be seen that whole-course automation of the embodiment of the present invention, the speed of renewal APP applications is fast, and the information of collection is comprehensively and accurate, and then greatly improves the efficiency and order of accuarcy of subsequent user behavioural analysis.
Description
Technical field
The present invention relates to technical field of data processing, more particularly to a kind of intelligent terminal user row based on APP application libraries
For analysis method and system.
Background technology
In the epoch that smart mobile phone has been popularized, pass through internet log information caused by surfing Internet with cell phone, analysis user's online
Behavior and hobby, so as to reach grasp user profile, the purpose of more preferable service user.
In order to realize this target, it is necessary to specifically understand internet log content, the inside includes the letter such as URL of surfing Internet with cell phone
Breath, specific IP, port, request path, UA, request method etc. can be analyzed inside this information, there is these Back ground Informations,
The internet behavior of user can just be analyzed.
Existing intelligent terminal user behavioural analysis solution, implementation are：Establish intelligent terminal user online day
Will and the mapping library of APP applications, in the APP mapping libraries, being corresponding with intelligent terminal user internet log every terms of information should with APP
Corresponding relation, handled, can obtained by the analytic statistics to every user's internet log information corresponding to each APP applications
Intelligent terminal user internet behavior analysis result, so as to according to user's internet behavior and hobby, targetedly carry out further
More accurately apply, such as information push, application enhancements etc..
But in the prior art, the mapping library for establishing intelligent terminal user internet log and APP applications is main at present still
Realize by hand, when needing to analyze intelligent terminal user behavior, which corresponding use of some APP applications can only be collected by hand
Family internet log information, such as which APP application specific corresponding IP, port, request path, UA, request method etc., then lead to
User's internet log information and the mapping relations in App storehouses are crossed, the specific App information that user uses is analyzed, so as to analyze use
Family internet behavior and hobby.
It can be seen that be created that a good App mapping library for analysis user's internet behavior and hobby the degree of accuracy to close weight
Will.But in the prior art, due to being to collect to establish by hand, cause efficiency extremely low, also, the foundation of APP mapping libraries is fast
Degree far can not keep up with the renewal speed of APP in practical application, and the quantity for establishing APP mapping libraries by hand is also very limited,
The collection to more APP can not be realized.Therefore the information of APP mapping libraries is caused to be insufficient to improve and be insufficient to accurate, serious shadow
Ring the efficiency and order of accuarcy of subsequent user behavioural analysis.
The content of the invention
In view of above-mentioned drawback, the embodiment of the present invention provides a kind of intelligent terminal user row based on APP application libraries
For analysis method and system, by a kind of method for building up of the APP mapping libraries of efficiently and accurately, the intelligent terminal of efficiently and accurately is realized
User behavior analysis solution.
The embodiment of the present invention employs following technical scheme：
One embodiment of the invention provides a kind of intelligent terminal user behavior analysis method based on APP mapping libraries, wound
APP mapping library analog acquisition systems are built, methods described includes：
The APP mapping libraries analog acquisition system downloads the intelligent terminal installation procedure of APP applications from APP storehouses server,
Install and simulate and start APP applications；
APP application of the APP mapping libraries analog acquisition system to operation carries out network and cuts bag, parses the network and cuts bag
User action log information is obtained, and establishes the User action log information and the mapping relations of APP applications of acquisition, is realized
The foundation of APP mapping libraries；
When user behavior analysis need to be carried out, the User action log information of user's intelligent terminal is collected, according to the APP
The mapping relations of mapping library, analyze user behavior of the user based on intelligent terminal.
The establishment APP mapping library analog acquisition systems include：
By task sorter, multiple acquisition servers and multiple collection intelligent terminal structure APP mapping library analog acquisitions systems
System.
The APP mapping libraries analog acquisition system downloads the intelligent terminal installation procedure of APP applications from APP storehouses server,
Installing and simulating startup APP and apply includes：
Task sorter distribution APP applications acquisition tasks at most platform acquisition server；
The intelligent terminal that each acquisition server downloads APP applications according to the acquisition tasks received from APP storehouses server is pacified
Fill program；
The intelligent terminal installation procedure that each acquisition server applies the APP of download is arranged on the collection intelligence being attached thereto
In terminal, and start APP applications one by one on collection intelligent terminal.
APP application of the APP mapping libraries analog acquisition system to operation carries out network and cuts bag, parses the network and cuts bag
User action log information is obtained, and establishes the User action log information and the mapping relations of APP applications of acquisition, is realized
The foundation of APP mapping libraries includes：
During each collection intelligent terminal accesses internet according to the APP of startup applications, gather on intelligent terminal
Cut bag module and network section package operation is carried out to network transmission；
When current APP application startups reach preset time period, acquisition server downloads network from collection intelligent terminal and cuts bag letter
Breath；
Acquisition server parses the network and cuts package informatin acquisition User action log information, and establishes the use of acquisition
Family user behaviors log information and the mapping relations of the current APP applications, persistence to APP mapping libraries, realize building for APP mapping libraries
It is vertical.
When current APP application startups reach preset time period, methods described also includes：
Acquisition server closes the current APP applications, and starts next APP applications, performs again described in each collection
During intelligent terminal accesses internet according to the APP of startup applications, the bag module of cutting gathered on intelligent terminal passes to network
It is input into row network and cuts bag.
Methods described also includes：
Whether each APP applications have renewal in the server of the APP mapping libraries analog acquisition system monitoring APP storehouses, work as monitoring
To when having APP application renewals, the APP of renewal is applied as new task and is distributed to acquisition server by task sorter, is gathered
Server downloads the intelligent terminal installation procedure of the APP applications of the renewal from APP storehouses server.
The intelligent terminal installation procedure that the acquisition server installs APP applications by Python scripts is intelligent eventually to collection
In end；
The acquisition server closes the APP applications by Python scripts in intelligent terminal is gathered；
The acquisition server starts the APP applications by Python scripts in intelligent terminal is gathered；
Bag module of cutting on the collection intelligent terminal is specially tcpdump instruments, cutting on the collection intelligent terminal
It is specially that the collection intelligent terminal is passed by tcpdump instruments to network that bag module, which carries out network to network transmission and cuts package operation,
It is input into row network and cuts package operation.
In addition, the embodiment of the present invention additionally provides a kind of intelligent terminal user behavior analysis system based on APP mapping libraries,
The system includes：
Simulation system creation module, for creating APP mapping library analog acquisition systems；
APP downloads installation module, and APP applications are downloaded from APP storehouses server for the APP mapping libraries analog acquisition system
Intelligent terminal installation procedure, install and simulate start APP application；
Module is established in APP mappings, and network is carried out to the APP applications of operation for the APP mapping libraries analog acquisition system
Cut bag, parse the network and cut bag and obtain User action log information, and establish the User action log information of acquisition with
The mapping relations of APP applications, realize the foundation of APP mapping libraries；
User behavior analysis module, for when user behavior analysis need to be carried out, collecting user's row of user's intelligent terminal
For log information, according to the mapping relations of the APP mapping libraries, user behavior of the user based on intelligent terminal is analyzed.
The simulation system creation module, specifically for by task sorter, multiple acquisition servers and multiple collection intelligence
Can terminal structure APP mapping library analog acquisition systems；
The APP, which downloads installation module, to be included：
Dispatching Unit, for task sorter distribution APP applications acquisition tasks at most platform acquisition server；
Download unit, APP applications are downloaded from APP storehouses server according to the acquisition tasks received for each acquisition server
Intelligent terminal installation procedure；
Start unit is installed, is arranged on the APP of the download intelligent terminal installation procedures applied for each acquisition server
On the collection intelligent terminal being attached thereto, and start APP applications one by one on collection intelligent terminal；
Module is established in the APP mappings to be included：
Network cuts bag unit, during accessing internet according to the APP of startup applications in each collection intelligent terminal,
The bag module of cutting gathered on intelligent terminal carries out network section package operation to network transmission；
Download unit, when reaching preset time period for current APP applications startup, acquisition server is under collection intelligent terminal
Contained network network cuts package informatin；
APP mapping libraries establish unit, and parsing the network for acquisition server cuts package informatin acquisition User action log
Information, and establish the User action log information and the mapping relations of the current APP applications of acquisition, persistence to APP
Mapping library, realize the foundation of APP mapping libraries.
The system also includes：
APP application closedown modules, when reaching preset time period for current APP applications startup, described in acquisition server closing
Current APP applications, and start next APP applications, execution is described again visits in each collection intelligent terminal according to the APP of startup applications
During asking internet, the bag module of cutting gathered on intelligent terminal carries out network section bag to network transmission；
The system also includes：
Monitor update module, for each APP application in the server of APP mapping library analog acquisition system monitoring APP storehouses whether
There is renewal, when having monitored APP application renewals, the APP of renewal is applied to be distributed to as new task and adopted by task sorter
Collect server, acquisition server downloads the intelligent terminal installation procedure of the APP applications of the renewal from APP storehouses server.
A kind of intelligent terminal user behavior analysis method and system based on APP mapping libraries provided in an embodiment of the present invention,
An APP mapping library analog acquisition systems are created, download installation APP applications using the analog acquisition system, and start APP one by one and answer
With progress network cuts package operation in each APP applications running, is obtained by parsing network section package informatin for user's row
For the every terms of information of analysis, i.e. User action log information（IP, port, request path, UA, request method etc.）, foundation obtains
The User action log taken and the mapping relations of current APP applications, persistence to APP mapping libraries, realize building for APP mapping libraries
It is vertical.When user behavior analysis need to be carried out, the User action log information of user's intelligent terminal is collected, is mapped according to the APP
The mapping relations in storehouse, analyze user behavior of the user based on intelligent terminal.It can be seen that whole-course automation of the embodiment of the present invention, renewal
The speed of APP applications is fast, and the information of collection is comprehensively and accurate, and then greatly improves the efficiency and standard of subsequent user behavioural analysis
True degree.
Brief description of the drawings
Fig. 1 is a kind of intelligent terminal user behavior analysis method stream based on APP mapping libraries provided in an embodiment of the present invention
Cheng Tu；
Fig. 2 is the specific framework of APP mapping libraries analog acquisition system provided in an embodiment of the present invention；
Fig. 3 is a kind of intelligent terminal user behavior analysis method tool based on APP mapping libraries provided in an embodiment of the present invention
Body implementation method flow diagram；
Fig. 4 is that the embodiment of the present invention additionally provides a kind of intelligent terminal user behavior analysis system based on APP mapping libraries
Structured flowchart.
Embodiment
To make the object, technical solutions and advantages of the present invention clearer, below in conjunction with accompanying drawing to embodiment party of the present invention
Formula is described in further detail.
Referring to Fig. 1, the embodiment of the present invention provides a kind of intelligent terminal user behavior analysis method based on APP mapping libraries,
Specifically comprise the following steps：
S101：Create APP mapping library analog acquisition systems.
As the presently preferred embodiments, a kind of implementation of the establishment APP mapping library analog acquisition systems can be：
By task sorter, multiple acquisition servers and multiple collection intelligent terminal structure APP mapping library analog acquisitions systems
System.
Referring to Fig. 2, the specific framework of APP mapping library analog acquisition systems is shown.
Wherein, which APP application task sorter can monitor, and distribute APP acquisition tasks as maincenter equipment
At most platform acquisition server.Each acquisition server is downloaded corresponding according to the APP acquisition tasks received into APP storehouses server
APP application intelligent terminal installer packages.The APP applications intelligent terminal of download is arranged on what is be attached thereto by acquisition server
Gather in intelligent terminal, and start.A simulation APP application runtime environment is created, collection intelligent terminal is in APP runnings
Perform network and cut package operation, by parsing, obtain every User action log information corresponding to each APP applications, and be persisted to
In APP mapping libraries.
S102：APP mapping library analog acquisition systems download the intelligent terminal installation procedure of APP applications from APP storehouses server,
Install and simulate and start APP applications.
Preferably, the APP mapping libraries analog acquisition system downloads the intelligence of APP applications from APP storehouses server
Terminal installation procedure, install and simulate start APP application specifically include：
Task sorter distribution APP applications acquisition tasks at most platform acquisition server；
The intelligent terminal that each acquisition server downloads APP applications according to the acquisition tasks received from APP storehouses server is pacified
Fill program；
The intelligent terminal installation procedure that each acquisition server applies the APP of download is arranged on the collection intelligence being attached thereto
In terminal, and start APP applications one by one on collection intelligent terminal.
It is connected specifically, acquisition server is established as follows with collection intelligent terminal：
The JDK of step 1, acquisition server installation JAVA.
The SDK of step 2, acquisition server installation Android.
Step 3, collection intelligent terminal carry out root.
Step 4, collection intelligent terminal connect computer in a manner of USB（Acquisition server）, gathering intelligent terminal needs to open
USB debugging modes.
So far the connection for gathering intelligent terminal and acquisition server has built up completion.
It should be noted that collection intelligent terminal is really various intelligent terminals, such as mobile phone, PAD etc..Why it is referred to as
Intelligent terminal is gathered, is to mutually be distinguished with subsequent user intelligent terminal, collection intelligent terminal is provided in the simulation of APP mapping libraries
It is used to simulate APP operations in acquisition system, and the intelligent terminal that network cuts bag is carried out to APP applications in operation.
Due to mobile phone（Collection intelligent terminal illustrates by taking mobile phone as an example below）Had been started up debugging mode, at this moment it
The mobile phone instruction sent based on the adb in Android sdk can have been received：
Harvester sends installation mobile phone application instruction：adb–s install–r c:/<appname>.apk
By above-mentioned instruction, APP applications are attached to mobile phone by acquisition server（Gather intelligent terminal）In.
Acquisition server sends Python script analog subscriber solutions by the monkeyrunner instructions in Androidsdk
Mobile phone is locked, performs and clicks on screen operator, starts APP applications.
S103：APP application of the APP mapping library analog acquisition systems to operation carries out network and cuts bag, parses the network and cuts
Bag obtains User action log information, and establishes the User action log information and the mapping relations of APP applications of acquisition, real
The foundation of existing APP mapping libraries.
Preferably, APP application of the APP mapping libraries analog acquisition system to operation carries out network and cuts bag, solution
Analyse the network and cut bag acquisition User action log information, and establish the User action log information and the APP applications of acquisition
Mapping relations, realizing the foundation of APP mapping libraries includes：
During each collection intelligent terminal accesses internet according to the APP of startup applications, gather on intelligent terminal
Cut bag module and network section package operation is carried out to network transmission；
When current APP application startups reach preset time period, acquisition server downloads network from collection intelligent terminal and cuts bag letter
Breath；
Acquisition server parses the network and cuts package informatin acquisition User action log information, and establishes the use of acquisition
Family user behaviors log information and the mapping relations of the current APP applications, persistence to APP mapping libraries, realize building for APP mapping libraries
It is vertical.
Wherein, network cuts package informatin to perform the result that network cuts package operation and obtained.
Specifically, mobile phone（Collection intelligent terminal illustrates by taking mobile phone as an example below）Connection with acquisition server is
After the completion of foundation, it is also necessary to which it is tcpdump instruments that installation, which cuts job contract tool, on mobile phone：
Tcpdump instruments are installed on mobile phone, and assign root authority.Now the initialization of mobile phone is completed, and is waited to be collected
Server sends instruction.
Need to start tcpdump instruments before mobile phone simulation is clicked on, Starting mode is sent for acquisition server based on adb to be referred to
Order, form are as follows：
adb shell/data/local/tcpdump-i any-p-s0-vv-w/data/local/<filename>
.pcap
When mobile phone is simulated and clicks on generation network transmission（Intelligent terminal is gathered to be accessed according to the APP of startup applications
During internet）, tcpdump instruments will carry out cutting a package operation from the background always, and the preferable content for cutting bag is all nets
Network transmits.Due to once a mobile phone application only can be run, so each bag that cuts all belongs to currently assigned application, in simulation point
Hit rear preferably needs and delete application and tcpdump section APMB package.
Winpcap file formats, last acquisition server is used to pass through after taking the file for cutting bag specifically, cutting APMB package
Winpcap is parsed.
The content that Tcpdump instruments can gather is fixed, and the content of tcpdump instruments collection has maximized, i.e., excellent
The content of the situation of choosing section bag is all network transmissions, will access items caused by internet in currently APP applications operation
User action log information all intercepts, and follow-up APP mapping libraries need to choose particular content in these contents to support.
Preferably, resolution rules are based on winpcap file formats, and code analysis is used in the inventive method, and parsing needs
The transmitted data on network wanted.
As further scheme, when current APP applications startup reaches preset time period, methods described also includes：
Acquisition server closes the current APP applications, and starts next APP applications, performs again described in each collection
During intelligent terminal accesses internet according to the APP of startup applications, the bag module of cutting gathered on intelligent terminal passes to network
It is input into row network and cuts bag.
Such as the amount of the User action log information gathered according to required by network cuts package operation, each APP is rationally set
Using the duration of operation, after reaching preset time period, terminate the information gathering to APP applications, start next APP applications.
As further scheme, present invention method also comprises the following steps：
Whether each APP applications have renewal in the server of the APP mapping libraries analog acquisition system monitoring APP storehouses, work as monitoring
To when having APP application renewals, the APP of renewal is applied as new task and is distributed to acquisition server by task sorter, is gathered
Server downloads the intelligent terminal installation procedure of the APP applications of the renewal from APP storehouses server, then is installed in and is attached thereto
Collection intelligent terminal, and start in sequence the APP application, and carry out network cut package operation, after parsing, by the use after renewal
Family user behaviors log information establishes new mapping relations with APP applications, and persistence is into APP mapping libraries.
Can be preferably that whether each APP applications have renewal in the server of task distribution machine monitoring APP storehouses, when having monitored
During APP application renewals, the APP of renewal is applied and is distributed to acquisition server, collection service as new task by task sorter
Device downloads the intelligent terminal installation procedure of the APP applications of the renewal from APP storehouses server.
S104：When user behavior analysis need to be carried out, the User action log information of user's intelligent terminal is collected, according to institute
The mapping relations of APP mapping libraries are stated, analyze user behavior of the user based on intelligent terminal.
Here user's intelligent terminal can be specifically user's smart mobile phone, PAD etc..When user behavior analysis need to be carried out
When, APP situation is used according to actual user's intelligent terminal, collects the actual User action log information of user's intelligent terminal,
According to the mapping relations of the APP mapping libraries, user behavior of the user based on intelligent terminal is analyzed, for example those APP applications are more
Add concerned, or any class APP more paid close attention to, or frequency of use highest APP functions etc..Analyze user use it is specific
App information, so as to analyze user's internet behavior and hobby, etc..
It should be noted that in the embodiment of the present invention, preferably：
The intelligent terminal installation procedure that the acquisition server installs APP applications by Python scripts is intelligent eventually to collection
In end；
The acquisition server closes the APP applications by Python scripts in intelligent terminal is gathered；
The acquisition server starts the APP applications by Python scripts in intelligent terminal is gathered；
Bag module of cutting on the collection intelligent terminal is specially tcpdump instruments, cutting on the collection intelligent terminal
It is specially that the collection intelligent terminal is passed by tcpdump instruments to network that bag module, which carries out network to network transmission and cuts package operation,
It is input into row network and cuts package operation.
A kind of intelligent terminal user behavior analysis method based on APP mapping libraries provided in an embodiment of the present invention, create one
APP mapping library analog acquisition systems, installation APP applications are downloaded using the analog acquisition system, and start APP applications one by one,
Network is carried out in each APP application runnings and cuts package operation, is divided by parsing network and cutting package informatin and obtain for user behavior
The every terms of information of analysis, i.e. User action log information（IP, port, request path, UA, request method etc.）, establish acquisition
User action log and the mapping relations of current APP applications, persistence to APP mapping libraries, realize the foundation of APP mapping libraries.When
When need to carry out user behavior analysis, the User action log information of user's intelligent terminal is collected, according to reflecting for the APP mapping libraries
Relation is penetrated, analyzes user behavior of the user based on intelligent terminal.It can be seen that whole-course automation of the embodiment of the present invention, renewal APP applications
Speed it is fast, the information of collection is comprehensively and accurate, and then greatly improves the efficiency and order of accuarcy of subsequent user behavioural analysis.
It is feasible that this programme has been subjected to the science of facts have proved, key problem in technology point and Integral Thought, App are proposed with reference to the present invention
Storehouse renewal speed is determined that an acquisition server can complete the collection record of 720 App data for one day by acquisition server number
Enter.If 10 acquisition servers, the mobile phone application that 20W can be completed in one month.The focus mobile phone application commonly used for us
It can be completely covered.
Referring to Fig. 3, there is provided a kind of intelligent terminal user behavior analysis method specific implementation based on APP mapping libraries,
Specifically include：
S301：Task sorter is responsible in mobile phone using collection mobile phone installation procedure on website, and is distributed to collection service
On device.
S302：Acquisition server receives mobile phone installation procedure, mobile phone end in connection, performs the installation of Python scripts
Mobile phone is applied on mobile phone, after waiting mobile phone installation procedure to terminate, is performed to start to apply Python scripts and perform simulation and is clicked on
Python scripts.
S303：After mobile phone end receives simulation click, mobile phone application accesses internet, and network transmission is cut
Bag.
S304：After acquisition server waits simulation click to terminate, download network from mobile phone end and cut bag, and parse network
Transmission rule, it is persisted in App mapping libraries.
S305：When user behavior analysis need to be carried out, the User action log information of user's smart mobile phone is collected, according to
Data in APP mapping libraries, user behavior of the user based on intelligent terminal is analyzed, such as analyze the specific App letters that user uses
Breath, so as to analyze user's internet behavior and hobby, etc..
Smart mobile phone is controlled to run mobile phone application in a manner of order line using Python scripts, dynamic cuts bag, and persistently
Storage.For this programme due to whole-course automation, renewal App information rates are fast, ensure that App storehouses are more accurate and effective.
Referring to Fig. 4, a kind of intelligent terminal user behavioural analysis system based on APP mapping libraries provided in an embodiment of the present invention
System, the system include：
Simulation system creation module 401, for creating APP mapping library analog acquisition systems.
APP downloads installation module 402, and APP is downloaded from APP storehouses server for the APP mapping libraries analog acquisition system
The intelligent terminal installation procedure of application, install and simulate startup APP applications.
Module 403 is established in APP mappings, and net is carried out to the APP applications of operation for the APP mapping libraries analog acquisition system
Network cuts bag, parses the network and cuts bag acquisition User action log information, and establishes the User action log information of acquisition
With the mapping relations of APP applications, the foundation of APP mapping libraries is realized.
User behavior analysis module 404, for when user behavior analysis need to be carried out, collecting the user of user's intelligent terminal
User behaviors log information, according to the mapping relations of the APP mapping libraries, analyze user behavior of the user based on intelligent terminal.
Preferably, the simulation system creation module, specifically for by task sorter, multiple acquisition servers and multiple
Gather intelligent terminal structure APP mapping library analog acquisition systems.
Preferably, the APP downloads installation module and included：
Dispatching Unit, for task sorter distribution APP applications acquisition tasks at most platform acquisition server；
Download unit, APP applications are downloaded from APP storehouses server according to the acquisition tasks received for each acquisition server
Intelligent terminal installation procedure；
With, installation start unit, the intelligent terminal installation procedure installation for applying the APP of download for each acquisition server
On the collection intelligent terminal being attached thereto, and start APP applications one by one on collection intelligent terminal.
Preferably, module is established in the APP mappings includes：
Network cuts bag unit, during accessing internet according to the APP of startup applications in each collection intelligent terminal,
The bag module of cutting gathered on intelligent terminal carries out network section package operation to network transmission；
Download unit, when reaching preset time period for current APP applications startup, acquisition server is under collection intelligent terminal
Contained network network cuts package informatin；
With APP mapping libraries establish unit, parse the network for acquisition server and cut package informatin and obtain user behavior day
Will information, and the User action log information and the mapping relations of the current APP applications of acquisition are established, persistence is extremely
APP mapping libraries, realize the foundation of APP mapping libraries.
As further scheme, system described in the embodiment of the present invention also includes：
APP application closedown modules, when reaching preset time period for current APP applications startup, described in acquisition server closing
Current APP applications, and start next APP applications, execution is described again visits in each collection intelligent terminal according to the APP of startup applications
During asking internet, the bag module of cutting gathered on intelligent terminal carries out network section bag to network transmission.
As further scheme, system described in the embodiment of the present invention also includes：
Monitor update module, for each APP application in the server of APP mapping library analog acquisition system monitoring APP storehouses whether
There is renewal, when having monitored APP application renewals, the APP of renewal is applied to be distributed to as new task and adopted by task sorter
Collect server, acquisition server downloads the intelligent terminal installation procedure of the APP applications of the renewal from APP storehouses server.
Specifically, in present system embodiment, the acquisition server installs the intelligence of APP applications by Python scripts
Energy terminal installation procedure is into collection intelligent terminal.
The acquisition server closes the APP applications by Python scripts in intelligent terminal is gathered.
The acquisition server starts the APP applications by Python scripts in intelligent terminal is gathered.
Bag module of cutting on the collection intelligent terminal is specially tcpdump instruments, cutting on the collection intelligent terminal
It is specially that the collection intelligent terminal is passed by tcpdump instruments to network that bag module, which carries out network to network transmission and cuts package operation,
It is input into row network and cuts package operation.
It should be noted that the operation principle and processing procedure of the modules or unit in present system embodiment
The associated description in above-mentioned Fig. 1-Fig. 3 methods described embodiments is may refer to, here is omitted.
A kind of intelligent terminal user behavior analysis system based on APP mapping libraries provided in an embodiment of the present invention, create one
APP mapping library analog acquisition systems, installation APP applications are downloaded using the analog acquisition system, and start APP applications one by one,
Network is carried out in each APP application runnings and cuts package operation, is divided by parsing network and cutting package informatin and obtain for user behavior
The every terms of information of analysis, i.e. User action log information（IP, port, request path, UA, request method etc.）, establish acquisition
User action log and the mapping relations of current APP applications, persistence to APP mapping libraries, realize the foundation of APP mapping libraries.When
When need to carry out user behavior analysis, the User action log information of user's intelligent terminal is collected, according to reflecting for the APP mapping libraries
Relation is penetrated, analyzes user behavior of the user based on intelligent terminal.It can be seen that whole-course automation of the embodiment of the present invention, renewal APP applications
Speed it is fast, the information of collection is comprehensively and accurate, and then greatly improves the efficiency and order of accuarcy of subsequent user behavioural analysis.
For the ease of clearly describing the technical scheme of the embodiment of the present invention, in the embodiment of invention, employ " first ",
Printed words such as " second " make a distinction to function and the essentially identical identical entry of effect or similar item, and those skilled in the art can manage
The printed words such as solution " first ", " second " are not defined to quantity and execution order.
Can be with it will appreciated by the skilled person that realizing that all or part of step in above-described embodiment method is
The hardware of correlation is instructed to complete by program, described program can be stored in a computer read/write memory medium,
The program upon execution, comprises the following steps：（The step of method）, described storage medium, such as：ROM/RAM, magnetic disc, CD
Deng.
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the scope of the present invention.It is all
Any modification, equivalent substitution and improvements made within the spirit and principles in the present invention etc., are all contained in protection scope of the present invention
It is interior.
Claims (8)
1. a kind of intelligent terminal user behavior analysis method based on APP mapping libraries, it is characterised in that create APP mapping library moulds
Intend acquisition system, methods described includes：
The APP mapping libraries analog acquisition system downloads the intelligent terminal installation procedure of APP applications, installation from APP storehouses server
And simulate and start APP applications；
APP application of the APP mapping libraries analog acquisition system to operation carries out network and cuts bag, parses the network section bag and obtains
User action log information, and the User action log information and the mapping relations of APP applications of acquisition are established, realize APP
The foundation of mapping library；
When user behavior analysis need to be carried out, the User action log information of user's intelligent terminal is collected, is mapped according to the APP
The mapping relations in storehouse, analyze user behavior of the user based on intelligent terminal；
APP application of the APP mapping libraries analog acquisition system to operation carries out network and cuts bag, parses the network section bag and obtains
User action log information, and the User action log information and the mapping relations of APP applications of acquisition are established, realize APP
The foundation of mapping library includes：
During each collection intelligent terminal accesses internet according to the APP of startup applications, gather and cut bag on intelligent terminal
Module carries out network to network transmission and cuts package operation；
When current APP application startups reach preset time period, acquisition server downloads network from collection intelligent terminal and cuts package informatin；
Acquisition server parses the network and cuts package informatin acquisition User action log information, and establishes user's row of acquisition
For log information and the mapping relations of the current APP applications, persistence to APP mapping libraries, the foundation of APP mapping libraries is realized；
Wherein, by task sorter, multiple acquisition servers and multiple collection intelligent terminal structure APP mapping library analog acquisitions systems
System.
2. the intelligent terminal user behavior analysis method according to claim 1 based on APP mapping libraries, it is characterised in that
The APP mapping libraries analog acquisition system downloads the intelligent terminal installation procedure of APP applications from APP storehouses server, installs simultaneously mould
Plan, which starts APP, which to be applied, includes：
Task sorter distribution APP applications acquisition tasks at most platform acquisition server；
The intelligent terminal that each acquisition server downloads APP applications according to the acquisition tasks received from APP storehouses server installs journey
Sequence；
The intelligent terminal installation procedure that each acquisition server applies the APP of download is arranged on the collection intelligent terminal being attached thereto
On, and start APP applications one by one on collection intelligent terminal.
3. the intelligent terminal user behavior analysis method according to claim 2 based on APP mapping libraries, it is characterised in that
When current APP application startups reach preset time period, methods described also includes：
Acquisition server closes the current APP applications, and starts next APP applications, performs again described in each collection intelligence
During terminal accesses internet according to the APP of startup applications, the bag module of cutting gathered on intelligent terminal is entered to network transmission
Row network cuts bag.
4. the intelligent terminal user behavior analysis method according to claim 3 based on APP mapping libraries, it is characterised in that
Methods described also includes：
Whether each APP application has renewal in the server of the APP mapping libraries analog acquisition system monitoring APP storehouses, when having monitored
During APP application renewals, the APP of renewal is applied and is distributed to acquisition server, collection service as new task by task sorter
Device downloads the intelligent terminal installation procedure of the APP applications of the renewal from APP storehouses server.
5. the intelligent terminal user behavior analysis method according to claim 3 based on APP mapping libraries, it is characterised in that
The acquisition server installs the intelligent terminal installation procedure of APP applications to gathering intelligent terminal by Python scripts
In；
The acquisition server closes the APP applications by Python scripts in intelligent terminal is gathered；
The acquisition server starts the APP applications by Python scripts in intelligent terminal is gathered；
Bag module of cutting on the collection intelligent terminal is specially tcpdump instruments, and Bao Mo is cut on the collection intelligent terminal
It is specially that the collection intelligent terminal is entered by tcpdump instruments to network transmission that block, which carries out network to network transmission and cuts package operation,
Row network cuts package operation.
6. a kind of intelligent terminal user behavior analysis system based on APP mapping libraries, it is characterised in that the system includes：
Simulation system creation module, for creating APP mapping library analog acquisition systems；Wherein, by task sorter, multiple collections
Server and multiple collection intelligent terminal structure APP mapping library analog acquisition systems；
APP downloads installation module, downloads the intelligence of APP applications from APP storehouses server for the APP mapping libraries analog acquisition system
Energy terminal installation procedure, install and simulate startup APP applications；
Module is established in APP mappings, and carrying out network to the APP applications of operation for the APP mapping libraries analog acquisition system cuts bag,
Parse the network and cut bag and obtain User action log information, and establish the User action log information of acquisition should with APP
Mapping relations, realize the foundation of APP mapping libraries；
User behavior analysis module, for when user behavior analysis need to be carried out, collecting the user behavior day of user's intelligent terminal
Will information, according to the mapping relations of the APP mapping libraries, analyze user behavior of the user based on intelligent terminal；
Module is established in the APP mappings to be included：
Network cuts bag unit, during accessing internet according to the APP of startup applications in each collection intelligent terminal, collection
Bag module of cutting on intelligent terminal carries out network section package operation to network transmission；
Download unit, when reaching preset time period for current APP applications startup, acquisition server from collection intelligent terminal under contained network
Network cuts package informatin；
APP mapping libraries establish unit, and parsing the network for acquisition server cuts package informatin acquisition User action log information,
And establish the User action log information and the mapping relations of the current APP applications of acquisition, persistence to APP mappings
Storehouse, realize the foundation of APP mapping libraries.
7. the intelligent terminal user behavior analysis system according to claim 6 based on APP mapping libraries, it is characterised in that
The APP, which downloads installation module, to be included：
Dispatching Unit, for task sorter distribution APP applications acquisition tasks at most platform acquisition server；
Download unit, download the intelligence of APP applications from APP storehouses server according to the acquisition tasks received for each acquisition server
Can terminal installation procedure；
Start unit is installed, is arranged on therewith for the intelligent terminal installation procedure that each acquisition server applies the APP of download
On connected collection intelligent terminal, and start APP applications one by one on collection intelligent terminal.
8. the intelligent terminal user behavior analysis system according to claim 7 based on APP mapping libraries, it is characterised in that
The system also includes：
APP application closedown modules, when reaching preset time period for current APP applications startup, acquisition server is closed described current
APP is applied, and starts next APP applications, and execution is described again accesses mutually in each collection intelligent terminal according to the APP of startup applications
During networking, the bag module of cutting gathered on intelligent terminal carries out network section bag to network transmission；
The system also includes：
Update module is monitored, whether is had more for each APP applications in the server of APP mapping library analog acquisition system monitoring APP storehouses
Newly, when having monitored APP application renewals, the APP of renewal is applied and is distributed to collection clothes as new task by task sorter
Business device, acquisition server download the intelligent terminal installation procedure of the APP applications of the renewal from APP storehouses server.
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