CN108271151A - For the method and device of mobile Internet terminal identification - Google Patents
For the method and device of mobile Internet terminal identification Download PDFInfo
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- CN108271151A CN108271151A CN201710096113.XA CN201710096113A CN108271151A CN 108271151 A CN108271151 A CN 108271151A CN 201710096113 A CN201710096113 A CN 201710096113A CN 108271151 A CN108271151 A CN 108271151A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
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Abstract
This application involves the method and device identified for mobile Internet terminal, which knows method for distinguishing and includes：The network of relation signaling of acquisition terminal；At least one key network signaling of terminal is filtered out from related network signal；According to the related information of at least one key network signaling, the incidence relation between the related information of at least one key network signaling is generated；It by incidence relation, acquires and analyzes voice network signal, obtain terminating stage speech capability and user class speech capability and/or by incidence relation, analyze user agent's network signal, obtain terminal identification information.The embodiment of the present invention can carry out critical field analysis in combination with knowledge base, can effectively, supplement the identification of 4G terminals brand and model in time by the deep parsing to network signal.
Description
Technical field
This application involves information technology and data service technical fields more particularly to a kind of mobile Internet terminal that is used for know
Method for distinguishing and device.
Background technology
The commercialization of 4G networks makes us actually enter the mobile Internet epoch, and client perception depends not only on network quality,
It is more dependent upon the effect that " cloud pipe end " each link plays jointly.For " end " part, the accurate identification of 4G cell phone terminal can assist
It helps from the quality management based on network in itself, the transformation to the end-to-end integrated mass security mechanism for focusing on client perception is
Ensure the key component that Client handset online perceives.
As long as the main application of the terminal library of the prior art is embodied in two aspects：It is right to obtain terminal access control (TAC)
The terminal models answered；Obtain the corresponding terminal capabilities of TAC.For the LTE 4G epoch, the voice technology master supported from terminal level
To include three kinds：Support 2G/3G speech capabilities, support circuits domain dropping (CSFB) speech capability supports voice on LTE
(Volte) speech capability.Analysing terminal and network performance match condition excavate hidden danger existing for 4G mobile terminal sound abilities simultaneously
It gives and solves, be to ensure that the key component that Client handset LTE speech businesses perceive.The identification of 4G mobile terminals is main in the prior art
Dependent on based on global system for mobile communications alliance (GSMA) public information and terminal producer public information, by terminal library producer pair
Data are collected, arrange and accumulate.This mode core is known otherwise based on terminal TA C, and there are following defects：
(1) poor in timeliness is updated：The newer data basis of the terminal library of method relies primarily on manufacturer terminal to granddad at present
The time of the data opened, terminal producer external disclosure terminal library and terminal capability opening imformation is unable to control and ensures, whole at present
The newer frequency in library is held mainly using the moon as unit.
(2) it covers not comprehensive enough：Network termination is entered for no open opening imformation, current method can not cover, example
Such as the commercial 4G mountain vallage terminals that networked, current method does not have the effective means of supplementing out economy.
(3) lack the identification for user class Volte speech capabilities：Current method is relied primarily on disclosed in manufacturer terminal
Speech capability support extent of disclosure, can only outlet terminal grade voice ability support situation, user class Vol voices can not be obtained
The support situation of ability.
Invention content
An embodiment of the present invention provides the method and devices identified for mobile Internet terminal, can solve the prior art
The problem of real-time of middle terminal identification data, user class terminal speech capability identification.
In a first aspect, know method for distinguishing an embodiment of the present invention provides one kind for mobile Internet terminal, including：Acquisition
The network of relation signaling of terminal；At least one key network signaling of terminal is filtered out from related network signal；According at least
The related information of one key network signaling generates the incidence relation between the related information of at least one key network signaling；
It by the incidence relation, acquires and analyzes voice network signal, obtain terminating stage speech capability and user class speech capability,
And/or by the incidence relation, user agent's network signal is analyzed, obtains terminal identification information.
In an example embodiment, this method further includes：By the terminating stage speech capability, the user class voice energy
One or more in power, the terminal identification information add to terminal library.
In an example embodiment, terminating stage speech capability includes terminal support CSFB speech capabilities and/or terminal branch
Hold Volte speech capabilities；And user class speech capability includes at least one of following item：User setting only supports CSFB languages
Sound ability, user setting only support Volte speech capabilities, user setting support CSFB speech businesses preferably and Volte voice industry
Business time selects ability, user setting to support Vole speech businesses are preferred and CSFB speech businesses are secondary to select ability.
In an example embodiment, terminal identification information includes terminal brand and/or terminal models.
In an example embodiment, terminal library includes terminating stage speech capability terminal library, user class speech capability terminal
Library, terminal brand and type identifier library.
In an example embodiment, the network of relation signaling of acquisition terminal, specifically includes：By network signal optical signal into
Row light splitting and amplification, generate primitive network signaling；Primitive network signaling is parsed, generates network of relation signaling.
In an example embodiment, user agent's network signal is analyzed, terminal identification information is obtained, specifically includes：Sentence
Whether user agent's network signal of disconnected unidentified type matches with number one brand keyword；When user agent's network signal and
When one brand keywords matches, judge whether user agent's network signal matches with the first model keyword；When user agent's net
When network signaling is with the first model keyword match, unidentified type is supplemented as number one brand and the first model；When user agent's net
When network signaling is mismatched with the first model keyword, unidentified type is supplemented as number one brand.
In an example embodiment, this method further includes：When user agent's network signal and number one brand keyword not
During matching, judge whether user agent's network signal matches with second terminal keyword；When user agent's network signal and second
When terminal key word matches, unidentified type is supplemented as the second brand and the second model；When user agent's network signal and second
When terminal key word mismatches, unidentified type is filtered.
Second aspect, an embodiment of the present invention provides it is a kind of for mobile Internet terminal identification device, including：Network
Signal collecting module, for the network of relation signaling of acquisition terminal；Network signal relating module, for from related network signal
Filter out at least one key network signaling of terminal；And the related information according at least one key network signaling, generation
Incidence relation between the related information of at least one key network signaling；Speech capability identification module closes for passing through association
System, acquires and analyzes voice network signal, obtains terminating stage speech capability and user class speech capability and/or keyword recognition
Complementary module for passing through incidence relation, acquires and analyzes user agent's network signal, obtains terminal identification information.
In an example embodiment, which further includes terminal library identification complementary module, for by terminating stage voice energy
One or more in power, user class speech capability, terminal identification information add to terminal library.
In an example embodiment, terminating stage speech capability includes terminal support CSFB speech capabilities and/or terminal branch
Hold Volte speech capabilities；And user class speech capability includes at least one of following item：User setting only supports CSFB languages
Sound ability, user setting only support Volte speech capabilities, user setting support CSFB speech businesses preferably and Volte voice industry
Business time selects ability, user setting to support Vole speech businesses are preferred and CSFB speech businesses are secondary to select ability.
In an example embodiment, end message includes terminal brand and/or terminal models.
In an example embodiment, terminal library includes terminating stage speech capability terminal library, user class speech capability terminal
Library, terminal brand and type identifier library.
In an example embodiment, network signal acquisition module is specifically used for：Network signal optical signal is divided
And amplification, generate primitive network signaling；Primitive network signaling is parsed, generates network of relation signaling.
In an example embodiment, keyword recognition complementary module is specifically used for：Judge user's generation of unidentified type
Whether reason network signal matches with number one brand keyword；When user agent's network signal and number one brand keyword match,
Judge whether user agent's network signal matches with the first model keyword；When user agent's network signal and the first model are crucial
When word matches, unidentified type is supplemented as number one brand and the first model；When user agent's network signal and the first model are crucial
When word mismatches, unidentified type is supplemented as number one brand.
In an example embodiment, keyword recognition complementary module is additionally operable to：When user agent's network signal and first
When brand keywords mismatches, judge whether user agent's network signal matches with second terminal keyword；When user agent's net
When network signaling is with second terminal keyword match, unidentified type is supplemented as the second brand and the second model；When user agent's net
When network signaling is mismatched with second terminal keyword, unidentified type is filtered.
The embodiment of the present invention passes through the depth to network signal by analyzing the real network signaling datas of 4G terminal accesses
Enter parsing, carry out critical field analysis in combination with knowledge base, the knowledge of 4G terminals brand and model can be supplemented effectively, in time
Not.By analyzing the real network signaling data of 4G terminal accesses, the terminal that can easily, rapidly supplement 4G terminal libraries is known
Not.Depending on concrete implementation form, the embodiment of the present invention can be effectively prevented from one or more in following defect：Number
According to covering is not complete, the quality of data is not high, cannot reflect user setting to terminating stage speech business tenability and user class voice
The influence of business support ability.
Description of the drawings
In order to illustrate the technical solution of the embodiments of the present invention more clearly, it will make below to required in the embodiment of the present invention
Attached drawing is briefly described, it should be apparent that, drawings described below is only some embodiments of the present invention, for
For those of ordinary skill in the art, without creative efforts, other are can also be obtained according to these attached drawings
Attached drawing.
Fig. 1 shows the flow diagram for knowing method for distinguishing for mobile Internet terminal according to an embodiment of the invention；
Fig. 2 shows the flow diagrams for being used for mobile Internet terminal knowledge method for distinguishing according to an embodiment of the invention；
Fig. 3 shows the schematic block diagram of the device for mobile Internet terminal identification according to an embodiment of the invention；
Fig. 4 is shown according to an embodiment of the invention for the device architecture schematic diagram of mobile Internet terminal identification；
Fig. 5 shows according to an embodiment of the invention, the example with the relevant signaling process figure of terminal；
Fig. 6 shows the signal for supplementing relevant network signal association algorithm with terminal recognition according to an embodiment of the invention
Figure.
Specific embodiment
Purpose, technical scheme and advantage to make the embodiment of the present invention are clearer, are described in detail below in conjunction with attached drawing
The embodiment of the present invention.But it is clear that described embodiment be only the present invention part of the embodiment rather than whole can
It can embodiment.Based on these embodiments, those of ordinary skill in the art can be readily available other embodiment, they are belonged to
The scope of protection of the invention.In the absence of conflict, the feature in the embodiment of the present invention and embodiment can be combined with each other.
4G network signals parsing terminating stage speech capability, user class an embodiment of the present invention provides analysis multiplex roles acquisition
The scheme of speech capability, terminal models and brand.Specifically, network signal is acquired by S1-MME/S11/S1-U interfaces, and raw
Into the incidence relation of each interface key message；Parse the Attach signalings of 4G user's online, analysing terminal network attribute signaling
With speech business attribute, terminating stage speech capability and user class speech capability are obtained；The User subsidiary by analyzing network signal
Agent information, obtains terminal brand and type information, and by terminating stage speech capability, user class speech capability, terminal models and
Brand recognition is updated to terminal library.
The technical solution of each embodiment of the present invention is specifically described below in conjunction with the accompanying drawings.
Fig. 1 shows that the flow for knowing method for distinguishing 100 for mobile Internet terminal according to an embodiment of the present invention is shown
It is intended to.This method can include：S110, the network of relation signaling of acquisition terminal；S120 filters out end from related network signal
At least one key network signaling at end；S130, according to the related information of at least one key network signaling, generation is at least one
Incidence relation between the related information of key network signaling；S140 by incidence relation, is acquired and is analyzed speech network letter
It enables, obtains terminating stage speech capability and user class speech capability；S150 by incidence relation, is acquired and is analyzed user agent's net
Network signaling obtains terminal identification information.
In a kind of specific implementation, step S110 can be with the network of relation signaling of acquisition terminal, by network signal light
Signal is divided and is amplified, and generates primitive network signaling；Primitive network signaling is parsed, generates network of relation signaling.
In a kind of specific implementation, step S120 and step S130 can filter out terminal from related network signal
At least one key network signaling, according to the related information of at least one key network signaling, generate at least one crucial net
Incidence relation between the related information of network signaling.
Step S140 acquires by incidence relation and analyzes voice network signal, obtain terminating stage speech capability and user
Grade speech capability.Specifically, for user class speech capability, collection analysis user class speech capability sets relevant network signal
Data carry out multi-interface data polymerization by incidence relation, and processing extracts the support situation of user class speech capability, true anti-
Reflect the facilities of the speech capability of user.
In a kind of specific implementation, step S150 can include as shown in Figure 2：S1501 judges unidentified type
Whether user agent's network signal matches with number one brand keyword；S1502, when user agent's network signal and number one brand close
When key word matches, judge whether user agent's network signal matches with the first model keyword；S1503, when user agent's network
When signaling is with the first model keyword match, unidentified type is supplemented as number one brand and the first model；S1504, when user's generation
When managing network signal and the first model keyword mismatch, unidentified type is supplemented as number one brand；S1505 works as user agent
When network signal and number one brand keyword mismatch, judge user agent's network signal and second terminal keyword whether
Match；S1506, when user agent's network signal and during second terminal keyword match, supplement unidentified type for the second brand and
Second model；S1507 when user agent's network signal and second terminal keyword mismatch, filters unidentified type.One
In a example, number one brand and the second brand for example can be apple brand or Android brand.
In another embodiment, the above method of the invention can also include：By terminating stage speech capability, user class voice
One or more in ability, terminal identification information add to terminal library.That is, the terminating stage voice that will be obtained in step S140
One or more in ability, user class speech capability and the terminal identification information that is obtained in step S150 add to terminal
Library.In one example, terminal identification information can include such as terminal brand, terminal models.
According to an embodiment of the invention, the data basis for supplementing terminal recognition is the real-time network signaling data of user, should
Data are real-time, truly reflect terminal and the network access behavior of user.As long as the terminal of user is in start-up phase, so that it may
To collect its relevant terminal data in real time, for the supplement to existing terminal library.According to an embodiment of the invention, Ke Yitong
It crosses analysis network signaling flow journey and filters out the relevant network signaling data of terminal, handled by data correlation and get through disparate networks letter
Terminal data critical field backfill between order, such as number backfill, terminal key information extraction are carried out by related information.And
And by the relevant network signaling data of collection analysis user speech capabilities setting, and multiplex roles number is carried out by correlating method
According to polymerization, processing extracts the key message of speech capability support, can really reflect the facilities of the speech capability of user.
By the relevant network signaling data of collection analysis terminal speech ability, the support feelings of the true speech capability for reflecting terminating stage
Condition.According to an embodiment of the invention, existing terminal library recognition mechanism can be supplemented based on network signaling data support.
Fig. 3 shows the schematic block of the device 300 identified according to an embodiment of the present invention for mobile Internet terminal
Figure.Device 300 includes：Network signal acquisition module 310, for the network of relation signaling of acquisition terminal；Network signal is associated with mould
Block 320, for filtering out at least one key network signaling of terminal from related network signal；And according at least one pass
The related information of key network signal generates the incidence relation between the related information of at least one key network signaling；Voice energy
Power identification module 330 for passing through incidence relation, acquires and analyzes voice network signal, obtains terminating stage speech capability and use
Family grade speech capability and/or keyword recognition complementary module 340, for passing through incidence relation, acquire and analyze user agent's net
Network signaling obtains terminal identification information.
In another example embodiment, above device 300 can also include terminal library and identify complementary module, for by terminal
Grade speech capability, user class speech capability, one or more in terminal identification information add to terminal library.Terminal identification information
Such as can be terminal brand and/or model etc., for identifying the information of the terminal.
Fig. 4 shows the configuration diagram of the device for mobile Internet terminal identification of embodiment according to fig. 3.Under
The example implementations that text will describe modules.
Network signal acquisition module is used for the acquisition of network of relation signaling, solves terminal data acquisition problems.According to one kind
Spectroscopic modes may be used in embodiment, are parsed by deep-packet detection (DPI) equipment and obtain network signaling data, related generally to
Acquisition interface include S1-MME/S11/S1-U.According to a kind of example implementations, network signal acquisition module can wrap
It includes：(1) access of network signal optical signal and multiplying arrangement；(2) analyzing device is acquired.
The access of network signal optical signal and multiplying arrangement can include optical splitter equipment and power amplifier equipment.Point
Light device can distribute downlink optical fiber data, and concentrate upstream data.Optical splitter can with there are one uplink optical interface and it is several under
Row optical interface.Optical signal from uplink optical interface go to downlink optical interface when, signal strength/luminous power will decline.Luminous power
Amplifier amplifies for optical signal photosphere after light splitting.
Acquisition analyzing device can receive the interfaces net such as S1-MME/S1-U/S11 to come from power amplifier equipment
Network initial data, and primitive network signaling data is handled, generate the XDR files that can be identified.
Network signal relating module is used for the association of network of relation signaling, solves terminal data crossover ports related question.Root
According to a kind of embodiment, the relevant critical signaling message of user terminal, association algorithm can be filtered out from mass network signaling data
Mainly establish the correspondence of IMSI-IMEI- signaling planes tunnel ID- user planes tunnel ID.
In a kind of exemplary embodiment, the relevant signaling process figure of terminal may refer to Fig. 5, need the crucial letter filtered
Order can include Attach/Create Session/Modify Bear/Http Request.In addition, also show it in Fig. 5
Its communication information, for example, Initial UE Message (initial UE message), it includes attachment request Attach Request
(IMSI/GUT)；Create Session Request (create session request), and it includes sequence number Sequence Number：
MME F-TEID(S11)；IMEI；IMSI)；Create Session Response (create conversational response), and it includes sequence numbers
Sequence Number：SGW F-TEID(S11)；Modify Bearer Request (modification carrying request), it includes sequences
Row number Sequence Number：MME F-TEID(S11)：eNodeB F-TEID(S1-U)：Bearer id；Modify
Bearer Response (modification carrying response), it includes sequence number Sequence Number：SGW F-TEID(S11)：SGW
F-TEID(S1-U)：Bearer id；Initial context setup request (initial context setting request), packet
Receive Attach Accept (New GUTI) containing attachment；UPLINK NAS TRANSPORT (uplink NAS transmission), packet
Attach Complete are completed containing attachment；Http Request (Http requests), it includes (SGWF-TEID (S1-U)：User
Agent)。
In a kind of exemplary embodiment, terminal recognition supplements relevant network signal association algorithm and may refer to Fig. 6, leads to
The related information of crossover ports network signal is crossed, the incidence relation of each interface key message is generated, mainly including user mobile phone number
MSISDN, user terminal identification IMEI, user's unique mark IMSI, MME F-TEID (S11)/SGW F-TEID (S11)/
ENodeB F-TEID (S1-U)/SGW F-TEID (S1-U)/User-Agent (user agent)/MS Network
Capability (MS network capabilities), Voice domain preference and UE ' s usage setting (voice domains
The use setting of preference and UE) incidence relation.
Speech capability identification module is used for the analysis and identification of related voice network signal, solves terminal speech capability identification and asks
Topic.According to a kind of embodiment, which can be with Attach (attachment) signaling of deep analysis 4G user online, analysing terminal network
Attribute signaling MS Network Capability and speech business attribute：Voice domain preference and UE’s
Usage setting obtain terminating stage speech capability and situation and user class speech capability are supported to support situation.
4G terminal capabilities occur that the relevant information of two kinds and speech capability support can be reported during attachment Attach actions,
Attach network signals reflect user class and terminating stage speech business ability.User adheres to Attach network signal speech business energy
Power key message includes：
(1) terminating stage speech capability supports attribute, and corresponding Attach keys signaling field is MS
NetworkCapability, the main terminating stage speech business ability that describes supports situation, mainly including following several selections：
Option one, supports CSFB (CSFB Capability), and terminal supports CSFB speech capabilities；
Option two, supports SRVCC (SRVCC to GERAN/UTRAN capability), and terminal supports Volte voice energy
Power.
For example, the terminal that TAC is 35205207 only supports CSFB speech capabilities.
(2) user class speech business attribute, corresponding key Attatch signaling fields are Voice domain
Preference and UE ' s usage setting, it is main to describe user class speech business support situation, mainly including following
Option：
Option one only supports CS voices (CSVoice only)：User setting only supports CSFB speech capabilities；
Option two only supports the PS voices (IMS PS Voice only) of IMS：User setting only supports Volte voice energy
Power；
Option three, preferably CS voices, secondary PS voices (CS voicepreferred, the IMS PS Voice as selecting IMS
secondary)：User setting supports that CSFB speech businesses are preferred, Volte speech businesses time choosing；
The PS voices of option four, preferably IMS, it is secondary to select CS voices (IMS PS voice preferred, CS Voice as
secondary)：User setting supports that Vole speech businesses are preferred, CSFB speech businesses time choosing；
For example, the User support Vole speech businesses that MSISDN is 138XXXXXXXX are preferred, CSFB speech businesses time choosing.
Keyword recognition complementary module solves terminal models and end for the analysis of associated terminal supplement identification network signal
Hold brand recognition supplementary question.According to a kind of embodiment, the http internet behaviors that can be surfed the Internet with deep analysis 4G user, in analysis
User Agent in net behavior by keyword match and identification, obtain terminal models and the supplement of brand recognition.Terminal library
Identification complementary module is used to the recognition result of speech capability identification module, keyword recognition complementary module add to terminal library,
It can include supplement one or more in following aspect：Terminating stage speech capability terminal library, user class speech capability terminal library,
Terminal models and brand recognition library.
Http business occurs for 4G user, it will usually be attached to User Agent information, part User Agent in network signal
In can carry terminal brand and type information, according to an embodiment of the invention, can by brand and model keyword match, point
The User Agent of user behavior network signal are analysed, effectively supplement terminal brand and type information in terminal library.
(1) User-Agent of unidentified TAC is filtered out, User-Agent is typically a long string.For example, table 1 is shown
User accesses the original record example of User Agent in signaling.
Table 1
(2) apple brand keywords matches, and the keyword of apple brand recognition is based primarily upon apple terminal versions and operation
The version of system IOS, core keyword are " ios " and " iPhone ".If User in user's http network access signalings
Agent matches keyword, which, which can supplement, is identified as apple brand terminal.Apple terminal models are identified and are closed
Key word matches, and User Agent can be matched when apple terminal models identify knowledge base, benefit in user's http network access signalings
It fills the TAC terminals and can supplement and be identified as corresponding apple terminal models.For example, in the example of table 1, TAC 35205007
Terminal with 35206106 can be added and be identified as apple brand terminal.
(3) android terminal keyword match, the brand and model of Android system associated terminal are numerous, and manufacturer terminal is in User
The keyword recognition gap of Agent is bigger.According to an embodiment of the invention, it is identified using android terminal type identifier knowledge base
Go out android terminal brand and model.In order to improve efficiency, " Linux " can be first identified, " Android " keyword filtration goes out user
Then the relevant User Agent records of http network access signalings walk not, the TAC by android terminal model knowledge base
Terminal, which can supplement, is identified as corresponding brand and terminal models.For example, in the example of table 1, TAC is 86582702 terminal
The P70 type terminals for being identified as Lenovo brands can be added, the terminal that TAC is 86583002, which can be added, is identified as vivo
The Y18L type terminals of brand.
After recognition, the terminal recognition after being processed with replacement analysis adds to original terminal library.
Inventor constructs pilot system according to an embodiment of the present application, and 4G terminals brand and model are known
Not.By being sampled statistics to 829 sample, the discrimination that single treatment discovery can identify is 90.50%.According to this hair
The method support of bright embodiment, can be more next based on network signal terminal TA C recognition mechanisms discrimination with the continuous accumulation of time
It is higher, by the fusion with existing terminal library, it can effectively supplement the recognition capability of terminal library.In addition, also have for 4G ends
Grade voice tenability and user class voice tenability are held, as long as booting behavior has occurred in user, it is possible to capture correlation
Voice tenability, can effectively supplement the recognition capability of terminal library.
To sum up, in various embodiments of the present invention, the mobile Internet terminal identification based on network signal is provided
Compensation process and system using the sig data information based on user's 4G networks, utilize the user accumulated in network access procedure
Signaling information and mobile Internet business access information realize the supplement of terminal library identification, being capable of analysing terminal and network performance
Match condition.
Specifically, the system of one embodiment can include network signal acquisition module, network signal relating module, terminal
User class speech capability identification module, terminal library are based on keyword recognition complementary module.Network signal acquisition module：Acquisition is related
Network signal, acquisition interface include S1-MME/S11/S1-U.Network signal relating module：The association of network of relation signaling is carried out,
The module is core, first from mass network signaling data, filters out the relevant critical signaling message of user terminal；Association algorithm
Mainly establish the correspondence of IMSI-IMEI- signaling planes tunnel ID- user planes tunnel ID.End-user level speech capability is known
Other module：The analysis and identification of related voice network signal is carried out, which is core, is surfed the Internet by deep analysis 4G user
Attach signalings, analysing terminal network attribute signaling and speech business attribute obtain terminating stage speech capability and support situation and use
Family grade speech capability supports situation.Terminal library is based on keyword recognition complementary module：Main function is associated terminal supplement identification
The analysis of network signal, the module are cores, and the http internet behaviors of deep analysis 4G user online are analyzed in internet behavior
User agent by keyword match and identification, obtain terminal models and the supplement of brand recognition.In addition, by terminal user
The grade recognition result of speech capability identification module and terminal library based on keyword recognition complementary module adds to terminal library, including three
The supplement of aspect：Terminating stage speech capability, user class speech capability, terminal models and brand recognition.
Those of ordinary skill in the art may realize that each exemplary lists described with reference to the embodiments described herein
Member and algorithm steps can realize with the combination of hardware, software or the two, can in order to clearly demonstrate hardware and software
Interchangeability generally describes each exemplary composition and step according to function in the above description.These functions are actually
It is performed with hardware or software mode, specific application and design constraint depending on technical solution.Professional technician
Described function can be realized using distinct methods to each specific application, but this realization is it is not considered that exceed
The scope of the present invention.
It is apparent to those skilled in the art that for convenience of description and succinctly, the dress of foregoing description
The specific work process with unit is put, the corresponding process in preceding method embodiment can be referred to, details are not described herein.
The foregoing is merely the specific embodiment of the present invention, but protection scope of the present invention is not limited thereto, any
In the technical scope that those familiar with the art discloses in the application, various equivalent modifications can be readily occurred in or replaced
It changes, these modifications or substitutions should be covered by the protection scope of the present invention.Therefore, protection scope of the present invention should be with right
It is required that protection domain subject to.
Claims (16)
1. one kind knows method for distinguishing for mobile Internet terminal, which is characterized in that including：
The network of relation signaling of acquisition terminal；
At least one key network signaling of the terminal is filtered out from the network of relation signaling；
According to the related information of at least one key network signaling, the association of at least one key network signaling is generated
Incidence relation between information；
It by the incidence relation, acquires and analyzes voice network signal, obtain terminating stage speech capability and user class voice energy
Power and/or by the incidence relation, acquires and analyzes user agent's network signal, obtain terminal identification information.
2. according to the method described in claim 1, it is characterized in that, this method further includes：By the terminating stage speech capability, institute
That states in user class speech capability, the terminal identification information one or more adds to terminal library.
3. according to the method described in claim 1, it is characterized in that, the terminating stage speech capability, which includes terminal, supports CSFB languages
Sound ability and/or terminal support Volte speech capabilities；And
The user class speech capability includes at least one of following item：User setting only supports CSFB speech capabilities, user
Setting only support Volte speech capabilities, user setting support CSFB speech businesses preferably and Volte speech businesses time select ability,
User setting supports Vole speech businesses preferably and ability is selected in CSFB speech businesses time.
4. according to the method described in claim 1, it is characterized in that, the terminal identification information includes terminal brand and/or end
Hold model.
5. according to the method described in claim 1, it is characterized in that, the terminal library include terminating stage speech capability terminal library,
User class speech capability terminal library, terminal brand and type identifier library.
6. according to the method described in claim 1, it is characterized in that, the network of relation signaling for acquiring the terminal includes：
Network signal optical signal is divided and is amplified, generates primitive network signaling；
The primitive network signaling is parsed, generates the network of relation signaling.
7. according to the method described in claim 1, it is characterized in that, analyze user agent's network signal, terminal mark is obtained
Know information to include：
Judge whether user agent's network signal of unidentified type matches with number one brand keyword；
When user agent's network signal and during number one brand keyword match, user agent's network signal and the are judged
Whether one model keyword matches；
When user agent's network signal and the first model keyword match, it is number one brand to supplement the unidentified type
With the first model；
When user agent's network signal and the first model keyword mismatch, it is the first product to supplement the unidentified type
Board.
8. it the method according to the description of claim 7 is characterized in that further includes：
When user agent's network signal and number one brand keyword mismatch, judge user agent's network signal with
Whether second terminal keyword matches；
When user agent's network signal and second terminal keyword match, it is the second brand to supplement the unidentified type
With the second model；
When user agent's network signal and second terminal keyword mismatch, the unidentified type is filtered.
9. a kind of device for mobile Internet terminal identification, which is characterized in that including：
Network signal acquisition module, for the network of relation signaling of acquisition terminal；
Network signal relating module, for filtering out at least one key network of the terminal from the network of relation signaling
Signaling；And the related information according at least one key network signaling, generate at least one key network signaling
Related information between incidence relation；
Speech capability identification module for passing through the incidence relation, acquires and analyzes voice network signal, obtains terminating stage language
Sound ability and user class speech capability and/or keyword recognition complementary module for passing through the incidence relation, are acquired and are divided
User agent's network signal is analysed, obtains terminal identification information.
10. device according to claim 9, which is characterized in that the device further includes：Terminal library identifies complementary module, uses
In by one or more supplements in the terminating stage speech capability, the user class speech capability, the terminal identification information
To terminal library.
11. device according to claim 9, which is characterized in that the terminating stage speech capability includes terminal and supports CSFB
Speech capability and/or terminal support Volte speech capabilities；And
The user class speech capability includes at least one of following item：User setting only supports CSFB speech capabilities, user
Setting only support Volte speech capabilities, user setting support CSFB speech businesses preferably and Volte speech businesses time select ability,
User setting supports Vole speech businesses preferably and ability is selected in CSFB speech businesses time.
12. device according to claim 9, which is characterized in that the end message includes terminal brand and/or terminal type
Number.
13. device according to claim 9, which is characterized in that the terminal library include terminating stage speech capability terminal library,
User class speech capability terminal library, terminal brand and type identifier library.
14. device according to claim 9, which is characterized in that the network signal acquisition module is specifically used for：
Network signal optical signal is divided and is amplified, generates primitive network signaling；
The primitive network signaling is parsed, generates the network of relation signaling.
15. device according to claim 9, which is characterized in that the keyword recognition complementary module is specifically used for：
Judge whether user agent's network signal of unidentified type matches with number one brand keyword；
When user agent's network signal and during number one brand keyword match, user agent's network signal and the are judged
Whether one model keyword matches；
When user agent's network signal and the first model keyword match, it is number one brand to supplement the unidentified type
With the first model；
When user agent's network signal and the first model keyword mismatch, it is the first product to supplement the unidentified type
Board.
16. device according to claim 15, which is characterized in that the keyword recognition complementary module is additionally operable to：
When user agent's network signal and number one brand keyword mismatch, judge user agent's network signal with
Whether second terminal keyword matches；
When user agent's network signal and second terminal keyword match, it is the second brand to supplement the unidentified type
With the second model；
When user agent's network signal and second terminal keyword mismatch, the unidentified type is filtered.
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| CN110196872A (en) * | 2019-05-09 | 2019-09-03 | 秒针信息技术有限公司 | Treating method and apparatus, storage medium and the electronic device of data reporting |
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