CN109905293A - A terminal device identification method, system and storage medium - Google Patents
A terminal device identification method, system and storage medium Download PDFInfo
- Publication number
- CN109905293A CN109905293A CN201910186331.1A CN201910186331A CN109905293A CN 109905293 A CN109905293 A CN 109905293A CN 201910186331 A CN201910186331 A CN 201910186331A CN 109905293 A CN109905293 A CN 109905293A
- Authority
- CN
- China
- Prior art keywords
- information
- terminal device
- equipment
- access
- facility information
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000000034 method Methods 0.000 title claims abstract description 99
- 238000012937 correction Methods 0.000 claims description 71
- 230000008569 process Effects 0.000 claims description 23
- 238000013507 mapping Methods 0.000 claims description 22
- 238000012549 training Methods 0.000 claims description 9
- 230000001960 triggered effect Effects 0.000 claims description 7
- 230000008859 change Effects 0.000 description 6
- 230000007246 mechanism Effects 0.000 description 5
- 230000008439 repair process Effects 0.000 description 5
- 230000008901 benefit Effects 0.000 description 4
- 238000004891 communication Methods 0.000 description 3
- 238000010586 diagram Methods 0.000 description 3
- 230000006870 function Effects 0.000 description 3
- 238000012545 processing Methods 0.000 description 3
- 238000004590 computer program Methods 0.000 description 2
- 238000012790 confirmation Methods 0.000 description 2
- 238000004519 manufacturing process Methods 0.000 description 2
- 238000010200 validation analysis Methods 0.000 description 2
- 241000209140 Triticum Species 0.000 description 1
- 235000021307 Triticum Nutrition 0.000 description 1
- 230000006399 behavior Effects 0.000 description 1
- 235000013399 edible fruits Nutrition 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 238000000605 extraction Methods 0.000 description 1
- 230000004927 fusion Effects 0.000 description 1
- 238000012423 maintenance Methods 0.000 description 1
- 238000012800 visualization Methods 0.000 description 1
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L12/00—Data switching networks
- H04L12/28—Data switching networks characterised by path configuration, e.g. LAN [Local Area Networks] or WAN [Wide Area Networks]
- H04L12/46—Interconnection of networks
- H04L12/4604—LAN interconnection over a backbone network, e.g. Internet, Frame Relay
- H04L12/462—LAN interconnection over a bridge based backbone
- H04L12/4625—Single bridge functionality, e.g. connection of two networks over a single bridge
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Information Transfer Between Computers (AREA)
Abstract
本发明公开了一种终端设备识别方法、系统及存储介质。其方法包括：在终端设备接入时，获取其设备标识信息和设备特征信息；采用以下至少一种识别方式进行识别：在设备信息数据库中查找该终端设备的设备标识信息关联的设备信息；利用预定的正则规则集对设备特征信息进行匹配，根据匹配结果获取设备信息；设备信息数据库采用以下方式更新：获取已接入的各个终端设备的设备标识信息，并按照预定的规则获取已接入的各个终端设备的多条用户代理信息；利用获取的多条用户代理信息识别各个终端设备，得到设备信息，并将各个终端设备的设备标识信息与各自的设备信息关联保存到设备信息数据库。本发明实施例提供的终端设备识别方法的识别率较高。
The invention discloses a terminal equipment identification method, system and storage medium. The method includes: when a terminal device is accessed, acquiring its device identification information and device feature information; using at least one of the following identification methods for identification: searching for the device information associated with the device identification information of the terminal device in the device information database; using The predetermined regular rule set matches the device feature information, and obtains the device information according to the matching result; the device information database is updated in the following manner: obtains the device identification information of each connected terminal device, and obtains the connected terminal device according to the predetermined rule. Multiple pieces of user agent information of each terminal device; use the obtained multiple pieces of user agent information to identify each terminal device, obtain the device information, and store the device identification information of each terminal device with the respective device information in the device information database. The identification rate of the terminal device identification method provided by the embodiment of the present invention is relatively high.
Description
Technical field
The present invention relates to technical field of data processing more particularly to a kind of terminal device recognition methods, system and storage to be situated between
Matter.
Background technique
The purpose of to realize security protection, creation user's portrait etc., the equipment such as router are often to accessing its terminal
Equipment carries out equipment identification.
Current device identification method is mainly host name (hostname) information of real-time acquisition terminal equipment, using pre-
The regularity collection first obtained matches host name information, carries out equipment identification according to matching result.
Since the user of terminal device can arbitrarily modify host name information, in reality, user modifies host name information
It is common operation.Origin host name information often Portable device information, and may no longer be taken in modified host name information
Carrying device information, or even the facility information of mistake is carried, cause the discrimination of existing device identification method lower.
Summary of the invention
In view of the above problems, it proposes on the present invention overcomes the above problem or at least be partially solved in order to provide one kind
State device identification method, system and the storage medium of problem.
In a first aspect, the embodiment of the invention provides a kind of device identification methods, comprising:
In terminal device access, the equipment identification information and apparatus characteristic information of the terminal device of access are obtained；
It is identified using the terminal device of the following at least one identification method to access:
The associated facility information of equipment identification information of the terminal device of access is searched in equipment information database,
Obtain facility information of the facility information found as the terminal device accessed；
The apparatus characteristic information is matched using scheduled regularity collection, access is obtained according to matching result
The facility information of the terminal device；
The equipment information database updates in the following ways:
Obtain the equipment identification information of each terminal device accessed, and the institute accessed according to scheduled Rule
State a plurality of user agent's information of each terminal device；
The each terminal device accessed is identified using a plurality of user agent's information of acquisition, has been accessed
Each terminal device facility information, and by the equipment identification information of each terminal device accessed and respectively
Facility information association be saved in equipment information database.
Method provided in an embodiment of the present invention pre-establishes equipment information database, and utilizes the terminal device accessed
A plurality of user agent's information acquisition apparatus information, equipment identification information is associated with facility information and is saved in facility information data
In library.By a plurality of user agent's information acquisition apparatus information, can reduce or even avoid user agent's information to modify and can not
The case where obtaining facility information.Based on this, when being identified to terminal device, can not only be believed with the equipment feature of acquisition terminal
Breath, and facility information is obtained using the matching of regularity collection, it can be with the equipment identification information of acquisition terminal equipment, and look into accordingly
Equipment information database is looked for obtain facility information.The embodiment of the present invention and non-used single identification method progress equipment identification, and
It is that bonding apparatus information database carries out equipment identification, improves equipment discrimination.
With reference to first aspect, in the first implementation of first aspect of the embodiment of the present invention, it is described use with down toward
After a kind of few identification method identifies the terminal device of access, the method also includes:
It is standardized according to facility information of the scheduled mapping ruler to the terminal device of access；
Treated by being equipped with the terminal device outputting standardization of destination application facility information.
Due to information format difference of different, each terminal device production firms of mapping ruler etc., end for recognizing
Often there is format disunity in the facility information of end equipment, and information indicates not intuitive, so that user is difficult to quickly according to equipment
The problem of validation of information terminal device.For this purpose, method provided in an embodiment of the present invention believes equipment according to scheduled mapping ruler
Breath is standardized, the facility information uniform format after standardization, and information representation mode is intuitive, for example, by using with
Family mother tongue is convenient for user fast as expression way etc. by the facility information after standardization in specified display screen display
Speed confirmation terminal device.
The first implementation with reference to first aspect, in second of implementation of first aspect of the embodiment of the present invention
In, it is described that the apparatus characteristic information is matched using scheduled regularity collection, access is obtained according to matching result
The facility information of the terminal device, comprising:
Using multiple regularity collection respectively to part in the apparatus characteristic information of the terminal device of access or complete
Portion's information is matched, and the matching result of each regularity collection is respectively obtained, and the matching result of successful match includes setting
Standby information；
If at least one regularity collection successful match, according to the matching result of each regularity collection and scheduled credible
Degree power readjustment rule determines the confidence level weight of each matching result；
Each matching result is merged according to the confidence level weight of each matching result, the terminal accessed
The facility information of equipment.
Method provided in an embodiment of the present invention, the apparatus characteristic information of acquisition may include much information, for example, host name is believed
Breath, user agent's information etc..It is possible to using different regularity collection in apparatus characteristic information each information or
A combination thereof is matched, to guarantee to get comprehensive facility information to the maximum extent.Further, due to different
The possible difference of value with the identical facility information that mode obtains, such as the equipment matched using different regularity collection
Board is different, then just needing therefrom to make a choice, the embodiment of the present invention is dynamically determined the credible of matching result according to matching result
Weight is spent, and then the facility information in matching result is merged according to confidence level weight, obtains the equipment letter of terminal device
Breath, to improve discrimination and accuracy of identification.
Second of implementation with reference to first aspect, in the third implementation of first aspect of the embodiment of the present invention
In, if it fails to match for all regularity collection, the terminal device of access is known otherwise further include:
By the apparatus characteristic information input equipment identification model of the terminal device of access, mould is identified using the equipment
The facility information for the terminal device that type is accessed, the equipment identification model are to utilize the training of equipment feature samples information
It obtains, the equipment feature samples information includes apparatus characteristic information and the label for indicating facility information.
Method provided in an embodiment of the present invention, for the facility information of quick outlet terminal equipment, therefore, to assure that identify
To facility information.Therefore, using regularity can not identification terminal equipment facility information when, i.e., using pre-selection training
Facility information identification model handles apparatus characteristic information, obtains facility information.
Second of implementation with reference to first aspect, in the 4th kind of implementation of first aspect of the embodiment of the present invention
In, the terminal device of access is identified, further includes:
By the equipment identification information of the terminal device of access and by searching in the cache database pre-established
Equipment identification information is matched；
If successful match, the facility information of the terminal device of access is obtained according to matching result.
Method provided in an embodiment of the present invention to further speed up recognition speed, and is avoided due to apparatus characteristic information
Change leads to recognition failures, can also be added in cache database according to history recognition result, subsequent only to need according to equipment
Identification information matches in cache database, obtains facility information according to matching result.Due to the root cached in cache database
Therefore facility information can be rapidly and accurately obtained according to the information that history recognition result determines.In addition, since device identification is believed
Breath immobilizes, and using the equipment identification information of terminal device rather than apparatus characteristic information carries out database matching, avoid due to
Apparatus characteristic information change leads to recognition failures.
The 4th kind of implementation with reference to first aspect, in the 5th kind of implementation of first aspect of the embodiment of the present invention
In, the method also includes:
If detecting, scheduled error correction trigger condition is triggered, and sends error correction request message, institute to correction process client
The equipment identification information and apparatus characteristic information for stating the terminal device including access in error correction request message further include triggering
The information of the error correction trigger condition；
The correction instruction that the correction process client returns is received, and following according to the instruction of correction instruction execution
At least one operation:
At least one confidence level weight adjustment rule is adjusted；
Update the regularity of at least one regularity concentration；
Update at least one mapping ruler.
Method provided in an embodiment of the present invention, to obtain preferable user experience, the preferential speed for guaranteeing identification facility information
The facility information of degree, output may be imperfect or inaccurate.In the present embodiment, scheduled trigger condition can met
Under, correction process is carried out, to improve the accuracy of recognition result.
The 5th kind of implementation with reference to first aspect, in the 6th kind of implementation of first aspect of the embodiment of the present invention
In, the error correction trigger condition includes following at least one:
The facility information of the terminal device of access does not include target information；
The facility information amendment message of destination application feedback is received, carries and repairs in the facility information amendment message
Facility information after just.
With reference to first aspect, the first implementation of first aspect, second of implementation of first aspect, first party
The third implementation in face, the 4th kind of implementation of first aspect, the 5th kind of implementation or first party of first aspect
The 6th kind of implementation in face, in the 7th kind of implementation of first aspect of the embodiment of the present invention, the apparatus characteristic information
Including user agent's information and/or host name information.
With reference to first aspect, the first implementation of first aspect, second of implementation of first aspect, first party
The third implementation in face, the 4th kind of implementation of first aspect, the 5th kind of implementation or first party of first aspect
The 6th kind of implementation in face, in the 8th kind of implementation of first aspect of the embodiment of the present invention, the facility information includes
Following at least one: equipment brand message, device type information, device model information.
With reference to first aspect, the first implementation of first aspect, second of implementation of first aspect, first party
The third implementation in face, the 4th kind of implementation of first aspect, the 5th kind of implementation or first party of first aspect
The 6th kind of implementation in face, it is described to be connect in terminal device in the 9th kind of implementation of first aspect of the embodiment of the present invention
It is fashionable, obtain the equipment identification information and apparatus characteristic information of the terminal device of access, comprising:
When terminal device accesses for the first time, the equipment identification information and fisrt feature letter of the terminal device of access are obtained
Breath.
With reference to first aspect, the first implementation of first aspect, second of implementation of first aspect, first party
The third implementation in face, the 4th kind of implementation of first aspect, the 5th kind of implementation or first party of first aspect
The 6th kind of implementation in face, it is described to be obtained according to scheduled rule in the provided in an embodiment of the present invention ten kind of implementation
Take a plurality of user agent's information of each terminal device accessed, comprising:
Persistently obtain user agent's information of the predetermined quantity of each terminal device accessed.
Second aspect, the embodiment of the present invention provide a kind of terminal device identifying system, comprising:
Information acquisition unit, in terminal device access, obtaining the device identification letter of the terminal device of access
Breath and apparatus characteristic information；
Equipment identifies execution unit, for being carried out using the terminal device of the following at least one identification method to access
Identification:
The associated facility information of equipment identification information of the terminal device of access is searched in equipment information database,
Obtain facility information of the facility information found as the terminal device accessed；
The apparatus characteristic information is matched using scheduled regularity collection, access is obtained according to matching result
The facility information of the terminal device；
Equipment information database updating unit, for obtaining the equipment identification information of each terminal device accessed, and
According to a plurality of user agent's information for each terminal device that scheduled Rule has accessed；Utilize the described more of acquisition
User agent's information identifies each terminal device accessed, the equipment of each terminal device accessed
Information, and the equipment identification information of each terminal device accessed is associated with respective facility information and is saved in equipment
Information database.
System provided in an embodiment of the present invention pre-establishes equipment information database, and utilizes the terminal device accessed
A plurality of user agent's information acquisition apparatus information, equipment identification information is associated with facility information and is saved in facility information data
In library.By a plurality of user agent's information acquisition apparatus information, can reduce or even avoid user agent's information to modify and can not
The case where obtaining facility information.Based on this, when being identified to terminal device, can not only be believed with the equipment feature of acquisition terminal
Breath, and facility information is obtained using the matching of regularity collection, it can be with the equipment identification information of acquisition terminal equipment, and look into accordingly
Equipment information database is looked for obtain facility information.The embodiment of the present invention and non-used single identification method progress equipment identification, and
It is that bonding apparatus information database carries out equipment identification, improves equipment discrimination.
In conjunction with second aspect, in the first implementation of second aspect of the embodiment of the present invention, the system also includes:
Standardization unit, for according to scheduled mapping ruler to the facility information of the terminal device of access into
Row standardization；
Information output unit, for the terminal device outputting standardization by being equipped with destination application, treated sets
Standby information.
Due to information format difference of different, each terminal device production firms of mapping ruler etc., end for recognizing
Often there is format disunity in the facility information of end equipment, and information indicates not intuitive, so that user is difficult to quickly according to equipment
The problem of validation of information terminal device.For this purpose, system provided in an embodiment of the present invention believes equipment according to scheduled mapping ruler
Breath is standardized, the facility information uniform format after standardization, and information representation mode is intuitive, for example, by using with
Family mother tongue is convenient for user fast as expression way etc. by the facility information after standardization in specified display screen display
Speed confirmation terminal device.
In conjunction with the first implementation of second aspect, in second of implementation of second aspect of the embodiment of the present invention
In, in order to match using scheduled regularity collection to the apparatus characteristic information, access is obtained according to matching result
The facility information of the terminal device, the equipment identification execution unit are used for:
Using multiple regularity collection respectively to part in the apparatus characteristic information of the terminal device of access or complete
Portion's information is matched, and the matching result of each regularity collection is respectively obtained, and the matching result of successful match includes setting
Standby information；
If at least one regularity collection successful match, according to the matching result of each regularity collection and scheduled credible
Degree power readjustment rule determines the confidence level weight of each matching result；
Each matching result is merged according to the confidence level weight of each matching result, the terminal accessed
The facility information of equipment.
System provided in an embodiment of the present invention, the apparatus characteristic information of acquisition may include much information, for example, host name is believed
Breath, user agent's information etc..It is possible to using different regularity collection in apparatus characteristic information each information or
A combination thereof is matched, to guarantee to get comprehensive facility information to the maximum extent.Further, due to different
The possible difference of value with the identical facility information that mode obtains, such as the equipment matched using different regularity collection
Board is different, then just needing therefrom to make a choice, the embodiment of the present invention is dynamically determined the credible of matching result according to matching result
Weight is spent, and then the facility information in matching result is merged according to confidence level weight, obtains the equipment letter of terminal device
Breath, to improve discrimination and accuracy of identification.
In conjunction with second of implementation of second aspect, in the third implementation of second aspect of the embodiment of the present invention
In, if it fails to match for all regularity collection, the equipment identification execution unit is also used to:
By the apparatus characteristic information input equipment identification model of the terminal device of access, mould is identified using the equipment
The facility information for the terminal device that type is accessed, the equipment identification model are to utilize the training of equipment feature samples information
It obtains, the equipment feature samples information includes apparatus characteristic information and the label for indicating facility information.
System provided in an embodiment of the present invention, for the facility information of quick outlet terminal equipment, therefore, to assure that identify
To facility information.Therefore, using regularity can not identification terminal equipment facility information when, i.e., using pre-selection training
Facility information identification model handles apparatus characteristic information, obtains facility information.
In conjunction with second of implementation of second aspect, in the 4th kind of implementation of second aspect of the embodiment of the present invention
In, the equipment identification execution unit is also used to:
By the equipment identification information of the terminal device of access and by searching in the cache database pre-established
Equipment identification information is matched；
If successful match, the facility information of the terminal device of access is obtained according to matching result.
System provided in an embodiment of the present invention to further speed up recognition speed, and is avoided due to apparatus characteristic information
Change leads to recognition failures, can also be added in cache database according to history recognition result, subsequent only to need according to equipment
Identification information matches in cache database, obtains facility information according to matching result.Due to the root cached in cache database
Therefore facility information can be rapidly and accurately obtained according to the information that history recognition result determines.In addition, since device identification is believed
Breath immobilizes, and using the equipment identification information of terminal device rather than apparatus characteristic information carries out database matching, avoid due to
Apparatus characteristic information change leads to recognition failures.
In conjunction with the 4th kind of implementation of second aspect, in the 5th kind of implementation of second aspect of the embodiment of the present invention
In, the system also includes error correction units, it is used for:
If detecting, scheduled error correction trigger condition is triggered, and sends error correction request message, institute to correction process client
The equipment identification information and apparatus characteristic information for stating the terminal device including access in error correction request message further include triggering
The information of the error correction trigger condition；
The correction instruction that the correction process client returns is received, and following according to the instruction of correction instruction execution
At least one operation:
At least one confidence level weight adjustment rule is adjusted；
Update the regularity of at least one regularity concentration；
Update at least one mapping ruler.
System provided in an embodiment of the present invention, to obtain preferable user experience, the preferential speed for guaranteeing identification facility information
The facility information of degree, output may be imperfect or inaccurate.In the present embodiment, scheduled trigger condition can met
Under, correction process is carried out, to improve the accuracy of recognition result.
In conjunction with the 5th kind of implementation of second aspect, in the 6th kind of implementation of second aspect of the embodiment of the present invention
In, the error correction trigger condition includes following at least one:
The facility information of the terminal device of access does not include target information；
The facility information amendment message of destination application feedback is received, carries and repairs in the facility information amendment message
Facility information after just.
In conjunction with second aspect, the first implementation of second aspect, second of implementation of second aspect, second party
The third implementation in face, the 4th kind of implementation of second aspect, the 5th kind of implementation or second party of second aspect
The 6th kind of implementation in face, in the 7th kind of implementation of second aspect of the embodiment of the present invention, the apparatus characteristic information
It further include host name information.
In conjunction with second aspect, the first implementation of second aspect, second of implementation of second aspect, second party
The third implementation in face, the 4th kind of implementation of second aspect, the 5th kind of implementation or second party of second aspect
The 6th kind of implementation in face, in the 8th kind of implementation of second aspect of the embodiment of the present invention, the facility information includes
Following at least one: equipment brand message, device type information, device model information.
In conjunction with second aspect, the first implementation of second aspect, second of implementation of second aspect, second party
The third implementation in face, the 4th kind of implementation of second aspect, the 5th kind of implementation or second party of second aspect
The 6th kind of implementation in face, in the 9th kind of implementation of second aspect of the embodiment of the present invention, the information acquisition unit
For:
When terminal device accesses for the first time, the equipment identification information and equipment feature letter of the terminal device of access are obtained
Breath.
In conjunction with second aspect, the first implementation of second aspect, second of implementation of second aspect, second party
The third implementation in face, the 4th kind of implementation of second aspect, the 5th kind of implementation or second party of second aspect
The 6th kind of implementation in face has been accessed to obtain in the tenth kind of implementation of second aspect of the embodiment of the present invention
The equipment identification information of each terminal device, the equipment information database updating unit are used for:
Persistently obtain user agent's information of the predetermined quantity of each terminal device accessed.
The third aspect, the embodiment of the present invention provide a kind of computer system, comprising:
One or more processors；
Memory；
One or more application program, wherein one or more of application programs are stored in the memory and quilt
It is configured to be executed by one or more of processors, realizes the method as described in any implementation of first aspect.
Fourth aspect, the embodiment of the present invention provide a kind of computer readable storage medium, for being stored as above-mentioned third party
The instruction of application program used in computer system described in face.
The above description is only an overview of the technical scheme of the present invention, in order to better understand the technical means of the present invention,
And it can be implemented in accordance with the contents of the specification, and in order to allow above and other objects of the present invention, feature and advantage can
It is clearer and more comprehensible, the followings are specific embodiments of the present invention.
Detailed description of the invention
By reading the following detailed description of the preferred embodiment, various other advantages and benefits are common for this field
Technical staff will become clear.The drawings are only for the purpose of illustrating a preferred embodiment, and is not considered as to the present invention
Limitation.And throughout the drawings, the same reference numbers will be used to refer to the same parts.In the accompanying drawings:
Fig. 1 shows system architecture diagram according to an embodiment of the invention；
Fig. 2 shows device identification method flow charts according to an embodiment of the invention；
Fig. 3 shows equipment information database update method flow chart according to an embodiment of the invention；
Fig. 4 shows software architecture schematic diagram according to an embodiment of the invention；
Fig. 5 shows the system block diagram provided according to an embodiment of the present invention.
Specific embodiment
Exemplary embodiments of the present disclosure are described in more detail below with reference to accompanying drawings.Although showing the disclosure in attached drawing
Exemplary embodiment, it being understood, however, that may be realized in various forms the disclosure without should be by embodiments set forth here
It is limited.On the contrary, these embodiments are provided to facilitate a more thoroughly understanding of the present invention, and can be by the scope of the present disclosure
It is fully disclosed to those skilled in the art.
Method provided in an embodiment of the present invention can with but not only limit be applied to system shown in FIG. 1 in.Within the system, road
It is used to acquire and report the information of the terminal device 102 of access by device 101, Cloud Server 103 according to router 101 for reporting
Information terminal 102 is identified, obtain its facility information, and the terminal device 104 by being equipped with destination application
Export the facility information of the terminal device 102 of couple in router 101.
Wherein, the router 101 in Fig. 1 may be replaced by other IOT (Internet of Things, Internet of Things) and set
Standby or intelligent mobile terminal (such as smart phone, tablet computer).
Wherein, the terminal device 102 of access refers to couple in router 101 to be connected to the terminal of local area network or internet
Equipment, such as intelligent mobile terminal (smart phone, tablet computer), intelligent appliance equipment, Intelligent office equipment etc..
Wherein, destination application refers to the application program that is communicated and can be controlled it with router 101.
It should be pointed out that in other application scenarios or implementation, it can also be by the separate server on internet
Or the function that the equipment in local area network replaces above-mentioned Cloud Server to realize, the embodiment of the present invention are not construed as limiting this.
Method provided in an embodiment of the present invention is described in detail below in conjunction with Fig. 2.
As shown in Fig. 2, device identification method provided in an embodiment of the present invention includes following operation:
Step 201, terminal device access when, obtain the equipment identification information and equipment feature of the terminal device of access
Information.
In the embodiment of the present invention, equipment identification information is the mark for distinguishing different terminal equipment, accesses the every of same equipment
The equipment identification information of a terminal device is different.It preferably, certainly, can also using MAC Address as equipment identification information
To use other information as equipment identification information.
Specifically, router (or other equipment) is after having detected terminal device access, i.e., it is true to the terminal device
The communication information (such as HTTP message) reported is parsed, and equipment identification information and apparatus characteristic information are therefrom obtained.
In the embodiment of the present invention, apparatus characteristic information refers to the information for being able to reflect facility information, such as host name
(Hostname), user agent (user agent) information, DNS information etc..
In the embodiment of the present invention, it is preferred that only when terminal device accesses for the first time, obtain its equipment identification information and set
Standby characteristic information.Due to after the terminal device accesses for the first time, process shown in Fig. 3 can effectively identify that it is complete under
Facility information and be saved in facility information library, therefore, when the subsequent terminal device accesses again, only obtain its device identification
Equipment identification can be realized in information.
The terminal device of access is identified using following at least one identification method:
Step 202a, the equipment identification information that the above-mentioned terminal device of access is searched in equipment information database is associated
Facility information obtains facility information of the facility information found as the terminal device accessed；
Step 202b, above equipment characteristic information is matched using scheduled regularity collection, according to matching result
Obtain the facility information of the above-mentioned terminal device of access.
It should be pointed out that the embodiment of the present invention is not defined the execution sequence of step 202a and step 202b.By
It is more acurrate, comprehensive in the query result of equipment information database, and inquiry velocity is very fast, it is preferred that step 202a is first carried out,
When not recognizing facility information, step 202b is continued to execute, if obtaining facility information by step 202a, is not executed
Step 202b.It is of course also possible to parallel execution of steps 202a and step 202b, using the facility information exported at first as above-mentioned end
The facility information of end equipment.
In the embodiment of the present invention, it is preferred that server executes above-mentioned steps 202a and step 202b beyond the clouds, to improve place
Manage speed.Certainly, above-mentioned steps 202a and step 202b can also be realized in other equipment, for example, by expanding router
Memory, on the router realize above-mentioned steps 202a and step 202b；In another example adding device identification service device in systems
(separate server rather than Cloud Server on local area network or internet), by the device identification service device execute step 202a and
Step 202b.
Wherein, as shown in figure 3, equipment information database updates in the following ways:
The equipment identification information for each terminal device that step 301, acquisition have accessed, and according to scheduled Rule
A plurality of user agent's information of each terminal device of access.
Specifically, by taking system shown in FIG. 1 as an example, the information reporting that is executed the step 301 by router, and will acquire.
Wherein, equipment identification information can terminal device carry out access authentication when acquisition, can also be from terminal device
It is obtained in the communication information (such as HTTP message) of report.If being obtained from the communication information that terminal device reports, both can only obtain
Once, equipment identification information can also be obtained together when obtaining user agent's information every time.
The embodiment of the present invention is not defined above-mentioned pre-defined rule, in practical applications, can be according to concrete application field
Scape needs to formulate pre-defined rule, for example, persistently obtaining user's generation of the predetermined quantity of each terminal device accessed
Manage information.
The embodiment of the present invention is not defined predetermined quantity, can according to actual needs or experience in practical application
It determines.Preferably, which is 200.
Step 302 identifies each terminal device accessed using a plurality of user agent's information of acquisition, obtains
Believe to the facility information of each terminal device accessed, and by the device identification of each terminal device accessed
Breath is associated with respective facility information is saved in equipment information database.
In the embodiment of the present invention, it is preferred that equipment information database saves beyond the clouds.Certainly, equipment information database
It can be stored in local, for example, being router exented memory, equipment information database is stored in exented memory, in another example,
Addition storage equipment, equipment information database is stored in the storage equipment in local area network.
In the embodiment of the present invention, it is preferred that server executes above-mentioned steps 302 beyond the clouds, to improve processing speed.When
So, above-mentioned steps 302 can also be realized in other equipment, for example, being realized on the router by the memory for expanding router
Above-mentioned steps 302；In another example add in systems device identification service device (separate server on local area network or internet and
Non- Cloud Server), step 302 is executed by the device identification service device.
Method provided in an embodiment of the present invention pre-establishes equipment information database, and utilizes the terminal device accessed
A plurality of user agent's information acquisition apparatus information, equipment identification information is associated with facility information and is saved in facility information data
In library.By a plurality of user agent's information acquisition apparatus information, can reduce or even avoid user agent's information to modify and can not
The case where obtaining facility information.Based on this, when being identified to terminal device, can not only be believed with the equipment feature of acquisition terminal
Breath, and facility information is obtained using the matching of regularity collection, it can be with the equipment identification information of acquisition terminal equipment, and look into accordingly
Equipment information database is looked for obtain facility information.The embodiment of the present invention and non-used single identification method progress equipment identification, and
It is that bonding apparatus information database carries out equipment identification, improves equipment discrimination.
In the embodiment of the present invention, the facility information obtained by treatment process shown in Fig. 2 directly can be exported and be shown
To user.But the user information that is recognized by apparatus characteristic information is often due to mapping ruler is different, each terminal device is raw
The reasons such as the information format difference of manufacturer are produced, there are format disunities, and information indicates not intuitive, so that user is difficult to quick root
The problem of confirming terminal device according to facility information.
For this purpose, mapping ruler can be pre-established in a kind of implementation to be standardized to facility information.Tool
Body, it can be standardized in identification process or when establishing rule base, database, figure can also utilized
Method shown in 2 is standardized after obtaining facility information.
By taking the latter as an example, after being identified using the terminal device of any one identification method to access, according to
Scheduled mapping ruler is standardized the facility information of the terminal device of access；By being equipped with target application
The terminal device outputting standardization of program treated facility information.
In the embodiment of the present invention, mapping ruler reflects the facility information before standardization and the equipment after standardization is believed
The corresponding relationship of breath.For example, the facility information before standardization are as follows: APPLE (equipment brand), setting after corresponding standardization
Standby information are as follows: apple (equipment brand)；In another example the facility information before standardizing are as follows: PHONE (device type), it is corresponding
Facility information after standardization are as follows: mobile phone (device type)；Further for example, the facility information before standardization are as follows: A1660 (is set
Standby model), the facility information after corresponding standardization are as follows: apple 7 (device model).
To further increase visualization level, the facility information after standardizing further includes equipment figure.For example, brand figure
Mark, type icon, model icon etc..
In the embodiment of the present invention, the granularity of different facility informations is different.By taking brand, type, model as an example, wherein product
The granularity of board is maximum, and the granularity of model is minimum, and in course of standardization process, the smallest facility information of granularity is corresponding sets for selection
Standby figure is added in the standardized equipment information of final output.
Method provided in an embodiment of the present invention is standardized facility information according to scheduled mapping ruler, standard
Change treated facility information uniform format, and information representation mode is intuitive, for example, by using user's mother tongue as expression way etc.
Deng quickly confirming terminal device convenient for user by the facility information after standardization in specified display screen display.
On the basis of above-mentioned any means embodiment, there are many implementations of above-mentioned steps 202b.
Wherein, if apparatus characteristic information is single equipment characteristic information, such as UA information or HOSTNAME information then can be with
It is matched using the corresponding regularity collection of the single equipment characteristic information.
In order to improve discrimination, it is preferred that apparatus characteristic information generally includes a variety of.In practical application, to improve data
Treatment effeciency needs to be defined the data format of apparatus characteristic information, and the embodiment of the present invention is not to apparatus characteristic information
Data format is defined, can be determine according to actual needs.For example and without limitation, apparatus characteristic information includes following two
A field: UA information field and HOSTNAME information field.By taking UA information field as an example, the value of UA information field is sky, table
Show and do not get UA information, if not empty, value is UA information.
Correspondingly, if in apparatus characteristic information including much information, it is preferred that above-mentioned steps 202b is specifically using multiple
Regularity collection respectively matches information some or all of in the apparatus characteristic information of the terminal device of access, respectively
To the matching result of each regularity collection, the matching result of successful match includes facility information；If at least one regularity
Collect successful match, each matching is determined according to the matching result of each regularity collection and scheduled confidence level weight adjustment rule
As a result confidence level weight；Each matching result is merged according to the confidence level weight of each matching result, is accessed
The terminal device facility information.
In the embodiment of the present invention, as described above, facility information also may include it is a variety of, correspondingly, the data of facility information
Format may include multiple fields, and the value of each field corresponds to a kind of facility information.It is above-mentioned according to each matching result can
Reliability weight merges each matching result, obtains the facility information of terminal device, and specific implementation, which may is that, to be looked into
The aiming field value of each field of facility information is looked for, the aiming field value is the target for including in object matching result
The value of field, the object matching result are that confidence level weight is highest in all matching results including the aiming field
Matching result.
Further, if it fails to match for all regularity collection, the equipment feature of the terminal device of access is believed
Input equipment identification model is ceased, it is described using the facility information for the terminal device that the equipment identification model is accessed
Equipment identification model is obtained using the training of equipment feature samples information, and the equipment feature samples information includes equipment feature
Information and the label for indicating facility information.
On the basis of above-mentioned any means embodiment, the terminal device of access is identified, further includes:
By the equipment identification information of the terminal device of access and by searching in the cache database pre-established
Equipment identification information is matched；
If successful match, the facility information of the terminal device of access is obtained according to matching result.
Preferably, above-mentioned treatment process executes before step 202a and step 202b.
The embodiment of the present invention is not defined the quantity of cache database and storage location.In one implementation
Cache database includes facility information cache database and/or characteristic information cache database, and the facility information is data cached
Association saves equipment identification information and facility information in library, in the characteristic information data library association save equipment identification information and
Apparatus characteristic information.
Wherein, above-mentioned two cache database can be maintained in cloud, can also be stored in local.
During specific implementation, it can be identified simultaneously using the two cache databases, it can also be according to scheduled
Execution sequence is successively identified using the two cache databases.
Further, if with the equipment identification information successful match in the facility information cache database, according to matching
As a result obtain the facility information of the terminal device implementation can with but be not limited only to: it is data cached from the facility information
Facility information of the associated facility information of the equipment identification information as the terminal device is obtained in library；
If obtaining institute according to matching result with the equipment identification information successful match in the characteristic information cache database
State the facility information of terminal device implementation can with but be not limited only to: obtain institute from the characteristic information cache database
State the associated apparatus characteristic information of equipment identification information；Believed using the equipment feature of the scheduled regularity set to acquisition
Breath is matched；If successful match, facility information of the facility information for matching and obtaining as the terminal device is obtained.
In above-mentioned any embodiment for carrying out equipment identification using cache database, using the equipment identification information and
Apparatus characteristic information identifies the terminal device, after obtaining the facility information of the terminal device, a kind of realization side
In formula, after detecting target information in the facility information, the facility information is associated with equipment identification information and is saved in
The facility information cache database in another implementation, detects target information from the facility information, will be described
Equipment identification information is associated with the apparatus characteristic information to be saved in the characteristic information cache database.
Preferably, if using above equipment information database successful match, facility information and equipment identification information are closed
UNPROFOR is stored to the facility information cache database；If being detected from the facility information using other modes successful match
The equipment identification information is associated with the apparatus characteristic information and is saved in the characteristic information cache database by target information
In.Wherein, target information can with but be not limited only to be equipment brand, device type and device model.
On the basis of above-mentioned any means embodiment, error correction may be incorporated into.Specifically, if detecting scheduled
Error correction trigger condition is triggered, and sends error correction request message to correction process client, includes access in error correction request message
The equipment identification information and apparatus characteristic information of the terminal device further include the information for triggering the error correction trigger condition；It connects
The correction instruction that the correction process client returns is received, and following at least one behaviour is executed according to the instruction of the correction instruction
Make:
At least one confidence level weight adjustment rule is adjusted；
Update the regularity of at least one regularity concentration；
Update at least one mapping ruler.
Wherein, the error correction trigger condition includes following at least one:
Condition 1, access the facility information of the terminal device do not include target information；
Condition 2, the facility information amendment message for receiving destination application feedback, the facility information are corrected in message
Carry revised facility information.
Correspondingly, the information of the above-mentioned triggering condition 1 is the incomplete information of facility information that instruction recognizes；
The information of the above-mentioned triggering condition 2 is the incorrect information of facility information that instruction recognizes.
The software architecture for realizing method provided in an embodiment of the present invention is illustrated with a specific embodiment below, it should
, it is noted that the software architecture that the embodiment provides is only for example and without limitation, it, can be according to concrete scene in practical application
It needs and/or the software architecture of different function module division mode, the embodiment of the present invention is built in the condition of hardware device limitation etc.
This is not construed as limiting.
As shown in figure 4, software architecture provided in this embodiment includes following part:
Data acquisition
By taking system shown in FIG. 1 as an example, data acquisition is carried out by router.In this embodiment, data acquisition point
For two parts, a part is that data acquire under line, and a part is on-line data acquisition.
Wherein, data acquisition refers to that router persistently makes a reservation for the UA information of the terminal device accessed under line
The acquisition of quantity, and by collected UA information reporting to cloud.
Wherein, when on-line data acquisition refers to that terminal device is first connected to router, router acquires the terminal device
The multiword segment information of real-time report, such as: mac, hostname, user-agent, op60 etc., and by these information reportings to cloud
End is identified.
In the embodiment of the present invention, if cloud is each router independent maintenance cache database, then, for accessing for the first time
The terminal device of router, facility information can not appear in cache database, and therefore, router is specifically to adopt online
The information reporting collected identifies engine to the online equipment in cloud.If cloud, can be according to multiple roads when safeguarding cache database
The recognition result of information is reported to safeguard same cache database by device, then, even if certain terminal device couple in router for the first time
A, if but its once elder sister's router B, and cache database is associated with the two routers, then, router can first by
Cache database of the information reporting that online acquisition arrives to cloud.
Cloud looks into caching
It is to construct caching query mechanism and cache garbage collection machine based on the cache database pre-established that cloud, which looks into caching mechanism,
System.
When receiving the information that router reports, by matching cache database, realization is quick, precisely identifies equipment.
At the same time, the caching mechanism of foundation can be effectively prevented reported data inconsequent on the contrary equipment recognition failures situations such as.
If looking into caching mechanism by cloud obtains facility information, facility information Input knowledge library is directly standardized place
It manages and exports；Otherwise, information router reported is sent to online recognition engine and continues equipment identifying processing.
Correspondingly, above-mentioned cache garbage collection mechanism refers to, if the facility information that online recognition engine recognizes includes equipment
Board, device type and device model report information (mac, hostname, ua etc.) to be saved in cache database for corresponding,
To expand cache database.
Engine is identified under line
According to scheduled time cycle (such as using a consecutive days as the period), the UA that will be acquired and stored to cloud under line
Information carries out equipment identification, and the facility information recognized and the association of corresponding equipment identification information are saved in facility information number
According in library.
Wherein, it may is that UA information by comparing using the implementation that above-mentioned UA information carries out facility information identification, from
It is middle to obtain effective UA information；It parses effective UA information and obtains facility information.
Specifically, obtaining the most UA information of number of iterations as effective UA information, the repetition by comparing UA information
Quantity refers to the quantity of the identical UA information of the information content.
Wherein, the implementation that parsing effective UA information obtains facility information may is that from effective UA
Target keywords are extracted in information；According to the incidence relation of the target keywords and facility information that pre-establish, extraction is obtained
Facility information of the associated facility information of target keywords as the terminal device.
Online equipment identifies engine
Online equipment identification engine is that (router is directly reported or looked into through cloud the data information that acquires in real time of receiving router
Inputted after caching) it is identified, and recognition result is exported and is standardized to next stage.
Wherein, online equipment identification engine specifically uses following four kinds of equipment identification methods:
Match cognization is carried out based on equipment information database, identifies that obtained facility information includes equipment brand, equipment
Type and device model；
Carry out match cognization based on Hostname regularity library, identify obtained facility information include equipment brand and
Device type optionally includes device model；
Match cognization is carried out based on UA regularity library, identifies that obtained facility information includes equipment brand and equipment type
Number；
Match cognization is carried out based on equipment identification model, identifies that obtained facility information includes equipment brand and equipment class
Type.
Wherein, it is obtained based on hostname regularity collection, based on ua regularity collection and/or based on equipment identification model
Facility information need to by fusion after export.
Knowledge base
Receive online recognition engine output facility information after, facility information is standardized, and export give before
End (destination application) is shown.
Where it is assumed that the facility information of online recognition engine output are as follows: brand: huawei, model: MLA UL00.
By exporting result after standardization: brand: Huawei, model: the awn of wheat 5.
Error correction study
If the recognition result of online recognition engine is wrong, then the information of terminal device can enter " intellectual product-error correction
Practise platform ", carry out desk checking.Based on check results, the library that reversely expands knowledge updates hostname and UA regularity library.
After Policy Updates, the equipment is identified again, exports correct recognition result.Equipment identification closed loop is consequently formed (to know
Error-identification verification-model modification-identification is not accurate).
It should be pointed out that the purpose for carrying out equipment identification is therefore, can be beaten to user's presentation device information in user
Destination application (or at related displaying interface of user's invocation target application program) is opened, which issues
Facility information request message carries out real-time information collection according to the device request message and equipment identifies.It certainly, is raising exhibition
Show speed, can also carry out equipment identification to it, and the facility information recognized is pushed away after the connection of the terminal device of access
It gives destination application and is stored in local, destination application is opened up when needing to show from locally facility information is transferred
Show.
If being updated by error correction to facility information, then, destination application (i.e. front end) shows updated
Facility information.
The embodiment of the present invention also provides a kind of terminal device identifying system, as shown in Figure 5, comprising:
Information acquisition unit 501, for obtaining the device identification of the terminal device of access in terminal device access
Information and apparatus characteristic information；
Equipment identifies execution unit 502, for the terminal device using following at least one identification method to access
It is identified:
The associated facility information of equipment identification information of the terminal device of access is searched in equipment information database,
Obtain facility information of the facility information found as the terminal device accessed；
The apparatus characteristic information is matched using scheduled regularity collection, access is obtained according to matching result
The facility information of the terminal device；
Equipment information database updating unit 503, for obtaining the equipment identification information of each terminal device accessed,
And a plurality of user agent's information of each terminal device accessed according to scheduled Rule；Using described in acquisition
A plurality of user agent's information identifies that each terminal device accessed, each terminal device accessed are set
Standby information, and the equipment identification information of each terminal device accessed is associated with to be saved in respective facility information and is set
Standby information database.
Optionally, the system also includes:
Standardization unit, for according to scheduled mapping ruler to the facility information of the terminal device of access into
Row standardization；
Information output unit, for the terminal device outputting standardization by being equipped with destination application, treated sets
Standby information.
Optionally, it in order to be matched using scheduled regularity collection to the apparatus characteristic information, is tied according to matching
Fruit obtains the facility information of the terminal device of access, and the equipment identification execution unit is used for:
Using multiple regularity collection respectively to part in the apparatus characteristic information of the terminal device of access or complete
Portion's information is matched, and the matching result of each regularity collection is respectively obtained, and the matching result of successful match includes setting
Standby information；
If at least one regularity collection successful match, according to the matching result of each regularity collection and scheduled credible
Degree power readjustment rule determines the confidence level weight of each matching result；
Each matching result is merged according to the confidence level weight of each matching result, the terminal accessed
The facility information of equipment.
Optionally, if it fails to match for all regularity collection, the equipment identification execution unit is also used to:
By the apparatus characteristic information input equipment identification model of the terminal device of access, mould is identified using the equipment
The facility information for the terminal device that type is accessed, the equipment identification model are to utilize the training of equipment feature samples information
It obtains, the equipment feature samples information includes apparatus characteristic information and the label for indicating facility information.
Optionally, the equipment identification execution unit is also used to:
By the equipment identification information of the terminal device of access and by searching in the cache database pre-established
Equipment identification information is matched；
If successful match, the facility information of the terminal device of access is obtained according to matching result.
Optionally, the system also includes error correction units, are used for:
If detecting, scheduled error correction trigger condition is triggered, and sends error correction request message, institute to correction process client
The equipment identification information and apparatus characteristic information for stating the terminal device including access in error correction request message further include triggering
The information of the error correction trigger condition；
The correction instruction that the correction process client returns is received, and following according to the instruction of correction instruction execution
At least one operation:
At least one confidence level weight adjustment rule is adjusted；
Update the regularity of at least one regularity concentration；
Update at least one mapping ruler.
Optionally, the error correction trigger condition includes following at least one:
The facility information of the terminal device of access does not include target information；
The facility information amendment message of destination application feedback is received, carries and repairs in the facility information amendment message
Facility information after just.
Optionally, the apparatus characteristic information further includes host name information.
Optionally, the facility information comprises at least one of the following: equipment brand message, device type information, equipment type
Number information.
Optionally, the information acquisition unit is used for:
When terminal device accesses for the first time, the equipment identification information and equipment feature letter of the terminal device of access are obtained
Breath.
Optionally, in order to obtain the equipment identification information of each terminal device accessed, the equipment information database
Updating unit is used for:
Persistently obtain user agent's information of the predetermined quantity of each terminal device accessed.
The embodiment of the present invention also provides a kind of computer system, comprising:
One or more processors；
Memory；
One or more application program, wherein one or more of application programs are stored in the memory and quilt
It is configured to be executed by one or more of processors, realizes method described in above-mentioned any embodiment.
The embodiment of the present invention also provides a kind of computer readable storage medium, for being stored as used in above-mentioned computer system
Application program instruction.
Algorithm and display are not inherently related to any particular computer, virtual system, or other device provided herein.
Various general-purpose systems can also be used together with teachings based herein.As described above, it constructs required by this kind of system
Structure be obvious.In addition, the present invention is also not directed to any particular programming language.It should be understood that can use various
Programming language realizes summary of the invention described herein, and the description done above to language-specific is to disclose this hair
Bright preferred forms.
In the instructions provided here, numerous specific details are set forth.It is to be appreciated, however, that implementation of the invention
Example can be practiced without these specific details.In some instances, well known method, structure is not been shown in detail
And technology, so as not to obscure the understanding of this specification.
Similarly, it should be understood that in order to simplify the disclosure and help to understand one or more of the various inventive aspects,
Above in the description of exemplary embodiment of the present invention, each feature of the invention is grouped together into single implementation sometimes
In example, figure or descriptions thereof.However, the disclosed method should not be interpreted as reflecting the following intention: i.e. required to protect
Shield the present invention claims features more more than feature expressly recited in each claim.More precisely, as following
Claims reflect as, inventive aspect is all features less than single embodiment disclosed above.Therefore,
Thus the claims for following specific embodiment are expressly incorporated in the specific embodiment, wherein each claim itself
All as a separate embodiment of the present invention.
Those skilled in the art will understand that can be carried out adaptively to the module in the equipment in embodiment
Change and they are arranged in one or more devices different from this embodiment.It can be the module or list in embodiment
Member or component are combined into a module or unit or component, and furthermore they can be divided into multiple submodule or subelement or
Sub-component.Other than such feature and/or at least some of process or unit exclude each other, it can use any
Combination is to all features disclosed in this specification (including adjoint claim, abstract and attached drawing) and so disclosed
All process or units of what method or apparatus are combined.Unless expressly stated otherwise, this specification is (including adjoint power
Benefit require, abstract and attached drawing) disclosed in each feature can carry out generation with an alternative feature that provides the same, equivalent, or similar purpose
It replaces.
In addition, it will be appreciated by those of skill in the art that although some embodiments in this include institute in other embodiments
Including certain features rather than other feature, but the combination of the feature of different embodiment means in the scope of the present invention
Within and form different embodiments.For example, in the following claims, embodiment claimed it is any it
One can in any combination mode come using.
Various component embodiments of the invention can be implemented in hardware, or to run on one or more processors
Software module realize, or be implemented in a combination thereof.It will be understood by those of skill in the art that can be used in practice
Microprocessor or digital signal processor (DSP) Lai Shixian according to the system in the embodiment of the present invention in some or all portions
The some or all functions of part.The present invention is also implemented as a part or complete for executing method as described herein
The device or device program (for example, computer program and computer program product) in portion.It is such to realize program of the invention
It can store on a computer-readable medium, or may be in the form of one or more signals.Such signal can be with
It downloads from internet website, is perhaps provided on the carrier signal or is provided in any other form.
It should be noted that the above-mentioned embodiments illustrate rather than limit the invention, and ability
Field technique personnel can be designed alternative embodiment without departing from the scope of the appended claims.In the claims,
Any reference symbol between parentheses should not be configured to limitations on claims.Word "comprising" does not exclude the presence of not
Element or step listed in the claims.Word "a" or "an" located in front of the element does not exclude the presence of multiple such
Element.The present invention can be by means of including the hardware of several different elements and being come by means of properly programmed computer real
It is existing.In the unit claims listing several devices, several in these devices can be through the same hardware branch
To embody.The use of word first, second, and third does not indicate any sequence.These words can be explained and be run after fame
Claim.
The embodiment of the invention provides:
A1, a kind of terminal device recognition methods, comprising:
In terminal device access, the equipment identification information and apparatus characteristic information of the terminal device of access are obtained；
It is identified using the terminal device of the following at least one identification method to access:
The associated facility information of equipment identification information of the terminal device of access is searched in equipment information database,
Obtain facility information of the facility information found as the terminal device accessed；
The apparatus characteristic information is matched using scheduled regularity collection, access is obtained according to matching result
The facility information of the terminal device；
The equipment information database updates in the following ways:
Obtain the equipment identification information of each terminal device accessed, and the institute accessed according to scheduled Rule
State a plurality of user agent's information of each terminal device；
The each terminal device accessed is identified using a plurality of user agent's information of acquisition, has been accessed
Each terminal device facility information, and by the equipment identification information of each terminal device accessed and respectively
Facility information association be saved in equipment information database.
A2, according to A1 the method, it is described using following at least one identification method to the terminal device of access into
After row identification, the method also includes:
It is standardized according to facility information of the scheduled mapping ruler to the terminal device of access；
Treated by being equipped with the terminal device outputting standardization of destination application facility information.
A3, the method according to A2, it is described using scheduled regularity collection to the apparatus characteristic information carry out
Match, the facility information of the terminal device of access obtained according to matching result, comprising:
Using multiple regularity collection respectively to part in the apparatus characteristic information of the terminal device of access or complete
Portion's information is matched, and the matching result of each regularity collection is respectively obtained, and the matching result of successful match includes setting
Standby information；
If at least one regularity collection successful match, according to the matching result of each regularity collection and scheduled credible
Degree power readjustment rule determines the confidence level weight of each matching result；
Each matching result is merged according to the confidence level weight of each matching result, the terminal accessed
The facility information of equipment.
A4, method according to a3, if it fails to match for all regularity collection, to the terminal device of access into
Row is known otherwise further include:
By the apparatus characteristic information input equipment identification model of the terminal device of access, mould is identified using the equipment
The facility information for the terminal device that type is accessed, the equipment identification model are to utilize the training of equipment feature samples information
It obtains, the equipment feature samples information includes apparatus characteristic information and the label for indicating facility information.
A5, method according to a3 identify the terminal device of access, further includes:
By the equipment identification information of the terminal device of access and by searching in the cache database pre-established
Equipment identification information is matched；
If successful match, the facility information of the terminal device of access is obtained according to matching result.
A6, method according to a5, the method also includes:
If detecting, scheduled error correction trigger condition is triggered, and sends error correction request message, institute to correction process client
The equipment identification information and apparatus characteristic information for stating the terminal device including access in error correction request message further include triggering
The information of the error correction trigger condition；
The correction instruction that the correction process client returns is received, and following according to the instruction of correction instruction execution
At least one operation:
At least one confidence level weight adjustment rule is adjusted；
Update the regularity of at least one regularity concentration；
Update at least one mapping ruler.
A7, the method according to A6, the error correction trigger condition includes following at least one:
The facility information of the terminal device of access does not include target information；
The facility information amendment message of destination application feedback is received, carries and repairs in the facility information amendment message
Facility information after just.
A8, according to the described in any item methods of A1-A7, the apparatus characteristic information includes user agent's information and/or master
Machine name information.
A9, according to the described in any item methods of A1-A7, the facility information comprises at least one of the following: equipment brand letter
Breath, device type information, device model information.
A10, according to the described in any item methods of A1-A7, it is described in terminal device access, obtain the terminal of access
The equipment identification information and apparatus characteristic information of equipment, comprising:
When terminal device accesses for the first time, the equipment identification information and equipment feature letter of the terminal device of access are obtained
Breath.
A11, according to the described in any item methods of A1-A7, it is described accessed according to scheduled Rule it is described each
A plurality of user agent's information of terminal device, comprising:
Persistently obtain user agent's information of the predetermined quantity of each terminal device accessed.
B12, a kind of terminal device identifying system, comprising:
Information acquisition unit, in terminal device access, obtaining the device identification letter of the terminal device of access
Breath and apparatus characteristic information；
Equipment identifies execution unit, for being carried out using the terminal device of the following at least one identification method to access
Identification:
The associated facility information of equipment identification information of the terminal device of access is searched in equipment information database,
Obtain facility information of the facility information found as the terminal device accessed；
The apparatus characteristic information is matched using scheduled regularity collection, access is obtained according to matching result
The facility information of the terminal device；
Equipment information database updating unit, for obtaining the equipment identification information of each terminal device accessed, and
According to a plurality of user agent's information for each terminal device that scheduled Rule has accessed；Utilize the described more of acquisition
User agent's information identifies each terminal device accessed, the equipment of each terminal device accessed
Information, and the equipment identification information of each terminal device accessed is associated with respective facility information and is saved in equipment
Information database.
B13, the system according to B12, the system also includes:
Standardization unit, for according to scheduled mapping ruler to the facility information of the terminal device of access into
Row standardization；
Information output unit, for the terminal device outputting standardization by being equipped with destination application, treated sets
Standby information.
B14, system according to b13, in order to be carried out using scheduled regularity collection to the apparatus characteristic information
Matching obtains the facility information of the terminal device of access according to matching result, and the equipment identification execution unit is used for:
Using multiple regularity collection respectively to part in the apparatus characteristic information of the terminal device of access or complete
Portion's information is matched, and the matching result of each regularity collection is respectively obtained, and the matching result of successful match includes setting
Standby information；
If at least one regularity collection successful match, according to the matching result of each regularity collection and scheduled credible
Degree power readjustment rule determines the confidence level weight of each matching result；
Each matching result is merged according to the confidence level weight of each matching result, the terminal accessed
The facility information of equipment.
B15, system according to b14, if it fails to match for all regularity collection, the equipment identifies execution unit
It is also used to:
By the apparatus characteristic information input equipment identification model of the terminal device of access, mould is identified using the equipment
The facility information for the terminal device that type is accessed, the equipment identification model are to utilize the training of equipment feature samples information
It obtains, the equipment feature samples information includes apparatus characteristic information and the label for indicating facility information.
B16, the system according to B15, the equipment identification execution unit are also used to:
By the equipment identification information of the terminal device of access and by searching in the cache database pre-established
Equipment identification information is matched；
If successful match, the facility information of the terminal device of access is obtained according to matching result.
B17, the system according to B16, the system also includes error correction units, are used for:
If detecting, scheduled error correction trigger condition is triggered, and sends error correction request message, institute to correction process client
The equipment identification information and apparatus characteristic information for stating the terminal device including access in error correction request message further include triggering
The information of the error correction trigger condition；
The correction instruction that the correction process client returns is received, and following according to the instruction of correction instruction execution
At least one operation:
At least one confidence level weight adjustment rule is adjusted；
Update the regularity of at least one regularity concentration；
Update at least one mapping ruler.
B18, the system according to B17, the error correction trigger condition includes following at least one:
The facility information of the terminal device of access does not include target information；
The facility information amendment message of destination application feedback is received, carries and repairs in the facility information amendment message
Facility information after just.
B19, according to the described in any item systems of B12-B18, the apparatus characteristic information further includes host name information.
B20, according to the described in any item systems of B12-B18, the facility information comprises at least one of the following: equipment brand
Information, device type information, device model information.
B21, according to the described in any item systems of B12-B18, the information acquisition unit is used for:
When terminal device accesses for the first time, the equipment identification information and equipment feature letter of the terminal device of access are obtained
Breath.
B22, according to the described in any item systems of B12-B18, in order to obtain the equipment mark of each terminal device accessed
Know information, the equipment information database updating unit is used for:
Persistently obtain user agent's information of the predetermined quantity of each terminal device accessed.
C23, a kind of computer system, comprising:
One or more processors；
Memory；
One or more application program, wherein one or more of application programs are stored in the memory and quilt
It is configured to be executed by one or more of processors, realizes such as the described in any item methods of A1-A11.
D24, a kind of computer readable storage medium are answered used in computer system described in above-mentioned C23 for being stored as
With the instruction of program.
Claims (10)
1. a kind of terminal device recognition methods characterized by comprising
In terminal device access, the equipment identification information and apparatus characteristic information of the terminal device of access are obtained；
It is identified using the terminal device of the following at least one identification method to access:
The associated facility information of equipment identification information of the terminal device of access is searched in equipment information database, is obtained
Facility information of the facility information found as the terminal device of access；
The apparatus characteristic information is matched using scheduled regularity collection, is obtained according to matching result described in accessing
The facility information of terminal device；
The equipment information database updates in the following ways:
The equipment identification information of each terminal device accessed is obtained, and has been accessed according to scheduled Rule described each
A plurality of user agent's information of a terminal device；
The each terminal device accessed, the institute accessed are identified using a plurality of user agent's information of acquisition
The facility information of each terminal device is stated, and the equipment identification information of each terminal device accessed is set with respective
Standby information association is saved in equipment information database.
2. method according to claim 1, which is characterized in that it is described using following at least one identification method to the institute of access
It states after terminal device identified, the method also includes:
It is standardized according to facility information of the scheduled mapping ruler to the terminal device of access；
Treated by being equipped with the terminal device outputting standardization of destination application facility information.
3. according to the method described in claim 2, it is characterized in that, described special to the equipment using scheduled regularity collection
Reference breath is matched, and the facility information of the terminal device of access is obtained according to matching result, comprising:
Believed respectively some or all of in the apparatus characteristic information of the terminal device of access using multiple regularity collection
Breath is matched, and the matching result of each regularity collection is respectively obtained, and the matching result of successful match includes equipment letter
Breath；
If at least one regularity collection successful match, weighed according to the matching result of each regularity collection and scheduled confidence level
Readjustment rule determines the confidence level weight of each matching result；
Each matching result is merged according to the confidence level weight of each matching result, the terminal device accessed
Facility information.
4. according to the method described in claim 3, it is characterized in that, if all regularity collection it fails to match, to access
The terminal device is known otherwise further include:
By the apparatus characteristic information input equipment identification model of the terminal device of access, obtained using the equipment identification model
To the facility information of the terminal device of access, the equipment identification model is obtained using the training of equipment feature samples information
, the equipment feature samples information includes apparatus characteristic information and the label for indicating facility information.
5. according to the method described in claim 3, it is characterized in that, the terminal device to access identifies, further includes:
By the equipment identification information of the terminal device of access and by searching for the equipment in the cache database pre-established
Identification information is matched；
If successful match, the facility information of the terminal device of access is obtained according to matching result.
6. according to the method described in claim 5, it is characterized in that, the method also includes:
If detecting, scheduled error correction trigger condition is triggered, and sends error correction request message to correction process client, described to entangle
Include the equipment identification information and apparatus characteristic information of the terminal device of access in wrong request message, further includes described in triggering
The information of error correction trigger condition；
The correction instruction that the correction process client returns is received, and following at least according to the instruction of correction instruction execution
A kind of operation:
At least one confidence level weight adjustment rule is adjusted；
Update the regularity of at least one regularity concentration；
Update at least one mapping ruler.
7. according to the method described in claim 6, it is characterized in that, the error correction trigger condition includes following at least one:
The facility information of the terminal device of access does not include target information；
The facility information amendment message of destination application feedback is received, after carrying amendment in the facility information amendment message
Facility information.
8. a kind of terminal device identifying system characterized by comprising
Information acquisition unit, for terminal device access when, obtain the terminal device of access equipment identification information and
Apparatus characteristic information；
Equipment identifies execution unit, for being known using following at least one identification method to the terminal device of access
Other:
The associated facility information of equipment identification information of the terminal device of access is searched in equipment information database, is obtained
Facility information of the facility information found as the terminal device of access；
The apparatus characteristic information is matched using scheduled regularity collection, is obtained according to matching result described in accessing
The facility information of terminal device；
Equipment information database updating unit, for obtaining the equipment identification information of each terminal device accessed, and according to
The a plurality of user agent's information for each terminal device that scheduled Rule has accessed；Utilize a plurality of use of acquisition
Family proxy information identifies each terminal device accessed, the equipment letter of each terminal device accessed
Breath, and the equipment identification information of each terminal device accessed is associated with respective facility information and is saved in equipment letter
Cease database.
9. a kind of computer system characterized by comprising
One or more processors；
Memory；
One or more application program, wherein one or more of application programs are stored in the memory and are configured
To be executed by one or more of processors, the method according to claim 1 to 7 is realized.
10. a kind of computer readable storage medium, which is characterized in that for being stored as computer described in the claims 9
The instruction of application program used in system.
Priority Applications (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910186331.1A CN109905293B (en) | 2019-03-12 | 2019-03-12 | Terminal equipment identification method, system and storage medium |
| PCT/CN2019/130735 WO2020181897A1 (en) | 2019-03-12 | 2019-12-31 | Terminal device identification method, system, and storage medium |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910186331.1A CN109905293B (en) | 2019-03-12 | 2019-03-12 | Terminal equipment identification method, system and storage medium |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN109905293A true CN109905293A (en) | 2019-06-18 |
| CN109905293B CN109905293B (en) | 2021-06-08 |
Family
ID=66946966
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201910186331.1A Active CN109905293B (en) | 2019-03-12 | 2019-03-12 | Terminal equipment identification method, system and storage medium |
Country Status (2)
| Country | Link |
|---|---|
| CN (1) | CN109905293B (en) |
| WO (1) | WO2020181897A1 (en) |
Cited By (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110418174A (en) * | 2019-07-26 | 2019-11-05 | 秒针信息技术有限公司 | Determination method, apparatus, electronic equipment and the storage medium of terminal equipment type |
| CN111107064A (en) * | 2019-12-04 | 2020-05-05 | 北京奇虎科技有限公司 | Terminal device identification method, device, device and readable storage medium |
| CN111131178A (en) * | 2019-12-04 | 2020-05-08 | 北京奇虎科技有限公司 | Terminal device identification method, device, device and computer storage medium |
| CN111177483A (en) * | 2019-12-04 | 2020-05-19 | 北京奇虎科技有限公司 | Terminal device identification method, device and computer readable storage medium |
| CN111324327A (en) * | 2020-02-20 | 2020-06-23 | 华为技术有限公司 | Screen projection method and terminal equipment |
| WO2020181897A1 (en) * | 2019-03-12 | 2020-09-17 | 北京奇虎科技有限公司 | Terminal device identification method, system, and storage medium |
| CN112039729A (en) * | 2020-08-28 | 2020-12-04 | 中移（杭州）信息技术有限公司 | Device identification method, server, electronic device, and storage medium |
| CN112084540A (en) * | 2020-08-04 | 2020-12-15 | 北京明略昭辉科技有限公司 | Online equipment model identification method and device |
| CN113162824A (en) * | 2021-04-13 | 2021-07-23 | 深圳市奇虎智能科技有限公司 | Method, system, storage medium and computer equipment for identifying equipment under sub-routing by router |
Citations (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101610264A (en) * | 2009-07-24 | 2009-12-23 | 深圳市永达电子股份有限公司 | The management method of a kind of firewall system, safety service platform and firewall system |
| CN102223255A (en) * | 2011-07-05 | 2011-10-19 | 迈普通信技术股份有限公司 | Method and system for quickly synchronizing information of network management system and network equipment based on simple network management protocol (SNMP) |
| CN102857493A (en) * | 2012-06-30 | 2013-01-02 | 华为技术有限公司 | Content filtering method and device |
| CN103475577A (en) * | 2013-09-29 | 2013-12-25 | 小米科技有限责任公司 | Method, device and network equipment for obtaining characteristic information |
| CN103533060A (en) * | 2013-10-17 | 2014-01-22 | 华为技术有限公司 | Processing method and device of local proxy |
| CN104639667A (en) * | 2014-12-31 | 2015-05-20 | 北京奇虎科技有限公司 | Equipment identification method, equipment identification device and equipment identification system based on MAC address |
| CN105338023A (en) * | 2014-07-11 | 2016-02-17 | 北京华为数字技术有限公司 | Intelligent equipment control method, apparatus and system |
| CN105636195A (en) * | 2014-11-04 | 2016-06-01 | 中兴通讯股份有限公司 | Terminal position information acquisition method, apparatus and system |
| CN106330520A (en) * | 2015-07-02 | 2017-01-11 | 中兴通讯股份有限公司 | A method and device for extracting feature information of terminal equipment |
| CN107301192A (en) * | 2016-04-14 | 2017-10-27 | 中国移动通信集团河北有限公司 | A kind of terminal identification method and identification server |
| CN108363811A (en) * | 2018-03-09 | 2018-08-03 | 北京京东金融科技控股有限公司 | Device identification method and device, electronic equipment, storage medium |
| WO2018170916A1 (en) * | 2017-03-24 | 2018-09-27 | Motorola Mobility Llc | Pucch format indication and resource allocation |
| CN108737333A (en) * | 2017-04-17 | 2018-11-02 | 腾讯科技（深圳）有限公司 | A kind of data detection method and device |
| CN109117172A (en) * | 2017-06-23 | 2019-01-01 | 中国移动通信集团广东有限公司 | A kind of method and device of the terminal versions number identification of target terminal |
| CN109246163A (en) * | 2017-07-10 | 2019-01-18 | 中国电信股份有限公司 | End message recognition methods and device |
| CN109309728A (en) * | 2018-10-26 | 2019-02-05 | 金蝶软件（中国）有限公司 | A kind of data processing method and relevant apparatus |
Family Cites Families (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106712986A (en) * | 2015-07-31 | 2017-05-24 | 深圳触云科技有限公司 | Method of recognizing intelligent terminal |
| US10375194B2 (en) * | 2015-10-30 | 2019-08-06 | The Nielsen Company (Us), Llc | Methods and apparatus to prevent illicit proxy communications from affecting a monitoring result |
| CN107578272A (en) * | 2017-08-10 | 2018-01-12 | 上海斐讯数据通信技术有限公司 | A kind of method and device for kinsfolk's portrait |
| CN109905293B (en) * | 2019-03-12 | 2021-06-08 | 北京奇虎科技有限公司 | Terminal equipment identification method, system and storage medium |
-
2019
- 2019-03-12 CN CN201910186331.1A patent/CN109905293B/en active Active
- 2019-12-31 WO PCT/CN2019/130735 patent/WO2020181897A1/en active Application Filing
Patent Citations (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101610264A (en) * | 2009-07-24 | 2009-12-23 | 深圳市永达电子股份有限公司 | The management method of a kind of firewall system, safety service platform and firewall system |
| CN102223255A (en) * | 2011-07-05 | 2011-10-19 | 迈普通信技术股份有限公司 | Method and system for quickly synchronizing information of network management system and network equipment based on simple network management protocol (SNMP) |
| CN102857493A (en) * | 2012-06-30 | 2013-01-02 | 华为技术有限公司 | Content filtering method and device |
| CN103475577A (en) * | 2013-09-29 | 2013-12-25 | 小米科技有限责任公司 | Method, device and network equipment for obtaining characteristic information |
| CN103533060A (en) * | 2013-10-17 | 2014-01-22 | 华为技术有限公司 | Processing method and device of local proxy |
| CN105338023A (en) * | 2014-07-11 | 2016-02-17 | 北京华为数字技术有限公司 | Intelligent equipment control method, apparatus and system |
| CN105636195A (en) * | 2014-11-04 | 2016-06-01 | 中兴通讯股份有限公司 | Terminal position information acquisition method, apparatus and system |
| CN104639667A (en) * | 2014-12-31 | 2015-05-20 | 北京奇虎科技有限公司 | Equipment identification method, equipment identification device and equipment identification system based on MAC address |
| CN106330520A (en) * | 2015-07-02 | 2017-01-11 | 中兴通讯股份有限公司 | A method and device for extracting feature information of terminal equipment |
| CN107301192A (en) * | 2016-04-14 | 2017-10-27 | 中国移动通信集团河北有限公司 | A kind of terminal identification method and identification server |
| WO2018170916A1 (en) * | 2017-03-24 | 2018-09-27 | Motorola Mobility Llc | Pucch format indication and resource allocation |
| CN108737333A (en) * | 2017-04-17 | 2018-11-02 | 腾讯科技（深圳）有限公司 | A kind of data detection method and device |
| CN109117172A (en) * | 2017-06-23 | 2019-01-01 | 中国移动通信集团广东有限公司 | A kind of method and device of the terminal versions number identification of target terminal |
| CN109246163A (en) * | 2017-07-10 | 2019-01-18 | 中国电信股份有限公司 | End message recognition methods and device |
| CN108363811A (en) * | 2018-03-09 | 2018-08-03 | 北京京东金融科技控股有限公司 | Device identification method and device, electronic equipment, storage medium |
| CN109309728A (en) * | 2018-10-26 | 2019-02-05 | 金蝶软件（中国）有限公司 | A kind of data processing method and relevant apparatus |
Non-Patent Citations (2)
| Title |
|---|
| TJOKORDA AGUNG BUDI WIRAYUDA: "Implementation of feature extraction based hand geometry in biometric identification system", 《2013 2ND IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION》 * |
| 毕浩然: "基于设备识别的网络扫描工具Kscan的设计与实现", 《中国优秀硕士学位论文全文数据库信息科技辑》 * |
Cited By (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2020181897A1 (en) * | 2019-03-12 | 2020-09-17 | 北京奇虎科技有限公司 | Terminal device identification method, system, and storage medium |
| CN110418174A (en) * | 2019-07-26 | 2019-11-05 | 秒针信息技术有限公司 | Determination method, apparatus, electronic equipment and the storage medium of terminal equipment type |
| CN110418174B (en) * | 2019-07-26 | 2021-07-27 | 秒针信息技术有限公司 | Method and device for determining type of terminal equipment, electronic equipment and storage medium |
| CN111107064A (en) * | 2019-12-04 | 2020-05-05 | 北京奇虎科技有限公司 | Terminal device identification method, device, device and readable storage medium |
| CN111131178A (en) * | 2019-12-04 | 2020-05-08 | 北京奇虎科技有限公司 | Terminal device identification method, device, device and computer storage medium |
| CN111177483A (en) * | 2019-12-04 | 2020-05-19 | 北京奇虎科技有限公司 | Terminal device identification method, device and computer readable storage medium |
| CN111107064B (en) * | 2019-12-04 | 2022-07-12 | 北京奇虎科技有限公司 | Terminal equipment identification method, device, equipment and readable storage medium |
| CN111324327A (en) * | 2020-02-20 | 2020-06-23 | 华为技术有限公司 | Screen projection method and terminal equipment |
| CN112084540A (en) * | 2020-08-04 | 2020-12-15 | 北京明略昭辉科技有限公司 | Online equipment model identification method and device |
| CN112039729A (en) * | 2020-08-28 | 2020-12-04 | 中移（杭州）信息技术有限公司 | Device identification method, server, electronic device, and storage medium |
| CN113162824A (en) * | 2021-04-13 | 2021-07-23 | 深圳市奇虎智能科技有限公司 | Method, system, storage medium and computer equipment for identifying equipment under sub-routing by router |
Also Published As
| Publication number | Publication date |
|---|---|
| WO2020181897A1 (en) | 2020-09-17 |
| CN109905293B (en) | 2021-06-08 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN109905293A (en) | A terminal device identification method, system and storage medium | |
| CN108427705B (en) | Electronic device, distributed system log query method and storage medium | |
| US10237295B2 (en) | Automated event ID field analysis on heterogeneous logs | |
| US9483386B2 (en) | Information interaction test device and method based on automatic generation of associated test cases | |
| CN108255653A (en) | The test method and its terminal of a kind of product | |
| CN109951354B (en) | Terminal equipment identification method, system and storage medium | |
| EP2172839A1 (en) | Methods for identifying and/or analyzing concepts and systems thereof | |
| CN106027644B (en) | Service verification method and system | |
| CN112559354A (en) | Front-end code specification detection method and device, computer equipment and storage medium | |
| CN110069297A (en) | Abnormality eliminating method, device, computer equipment and storage medium based on Spring MVC | |
| CN105893097A (en) | Method and device for processing option information of BIOS (basic input output system) | |
| CN111881042A (en) | Automatic test script generation method and device and electronic equipment | |
| KR20190095099A (en) | Transaction system error detection method, apparatus, storage medium and computer device | |
| CN111538672A (en) | Test case layered test method, computer device and computer-readable storage medium | |
| CN111930588A (en) | Process monitoring method, device, equipment and storage medium | |
| EP4196952A1 (en) | Universal blockchain data model | |
| CN113688423A (en) | Data management method, system and equipment of mobile vaccination vehicle | |
| CA3138761A1 (en) | Method, device, computer equipment and storage medium for verifying inter-system data admission | |
| WO2025025811A1 (en) | Server component monitoring method and apparatus, and electronic device and storage medium | |
| KR20220108190A (en) | Subscription data push method and apparatus in Internet of Things, device and storage medium | |
| CN111475375A (en) | Data state updating method and equipment | |
| CN115062084B (en) | Method and device for constructing API (application programming interface) based on database metadata | |
| CN114968822A (en) | Interface testing method and device, computer equipment and storage medium | |
| CN110471708B (en) | Method and device for acquiring configuration items based on reusable components | |
| CN112632331A (en) | Information processing method, system, electronic equipment and storage medium |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |