CN109101604A - Vehicle brand knows method for distinguishing and vehicle brand identification device - Google Patents

Vehicle brand knows method for distinguishing and vehicle brand identification device Download PDF

Info

Publication number
CN109101604A
CN109101604A CN201810867030.0A CN201810867030A CN109101604A CN 109101604 A CN109101604 A CN 109101604A CN 201810867030 A CN201810867030 A CN 201810867030A CN 109101604 A CN109101604 A CN 109101604A
Authority
CN
China
Prior art keywords
target
query string
information
vehicle brand
phonetic
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN201810867030.0A
Other languages
Chinese (zh)
Inventor
刘均
于海悦
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Shenzhen Launch Technology Co Ltd
Original Assignee
Shenzhen Launch Technology Co Ltd
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Shenzhen Launch Technology Co Ltd filed Critical Shenzhen Launch Technology Co Ltd
Priority to CN201810867030.0A priority Critical patent/CN109101604A/en
Publication of CN109101604A publication Critical patent/CN109101604A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00Speech recognition
    • G10L15/26Speech to text systems

Landscapes

  • Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Health & Medical Sciences (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Human Computer Interaction (AREA)
  • Physics & Mathematics (AREA)
  • Acoustics & Sound (AREA)
  • Multimedia (AREA)
  • Document Processing Apparatus (AREA)

Abstract

The embodiment of the present application provides a kind of vehicle brand knowledge method for distinguishing, for target-language information to be converted into Chinese phonetic alphabet information, and determining vehicle brand corresponding less than the target query string of preset threshold with the phonetic editing distance of the Chinese phonetic alphabet information is the vehicle brand of the target-language information.The embodiment of the present application method includes: acquisition language message, and the language message includes target-language information, and the target-language information is associated with vehicle brand;The target-language information is converted into corresponding Chinese phonetic alphabet information;Target query string corresponding with the Chinese phonetic alphabet information is determined from preset query string, the phonetic editing distance between the target query string and the Chinese phonetic alphabet information is less than preset threshold;The corresponding vehicle brand of the target-language information is determined according to the target query string, therefore, is present embodiments provided a kind of method that vehicle brand is identified according to Chinese phonetic alphabet information, is improved the accuracy of identification vehicle brand.

Description

Vehicle brand knows method for distinguishing and vehicle brand identification device
Technical field
The invention relates to automobile technical fields more particularly to a kind of vehicle brand to know method for distinguishing and vehicle product Board identification device.
Background technique
With the development and progress of artificial intelligence field, the mankind come into the artificial intelligence epoch, lead as artificial intelligence One branch in domain, natural language processing come into vehicle diagnosis field;With the increase of user vehicle, car owner is to automobile The demand of maintenance service increases, and Automobile Service question and answer are come into being, and realizes that the automatic of Automobile Service problem returns by natural language processing technique It answers and can solve the user volume problem of Automobile Service master worker's shortage greatly, and the identification of automobile brand is one in Automobile Service question answering process Important sport technique segment.
Currently, user, when carrying out fault diagnosis to automobile using automotive diagnostic installation, user's needs diagnose needs The vehicle brand of automobile inputs automotive diagnostic installation, and automotive diagnostic installation is so as to the corresponding vapour of vehicle brand according to input Vehicle is diagnosed, for example, user can input the brand and vehicle for needing the automobile diagnosed in search box.
The brand and vehicle for the automobile that input needs to diagnose in search box, need user to be manually operated, input vehicle layer by layer Brand and vehicle, when the corresponding Chinese character of vehicle brand or vehicle that user is manually entered is wrong, automotive diagnostic installation It cannot achieve fuzzy search, so that the vehicle brand and vehicle of user's input can not be identified, automobile can not be diagnosed.
Summary of the invention
The embodiment of the present application provides a kind of vehicle brand knowledge method for distinguishing, for target-language information to be converted into Chinese Pinyin information, and determining vehicle corresponding less than the target query string of preset threshold with the phonetic editing distance of the Chinese phonetic alphabet information Brand is the vehicle brand of the target-language information, provides a kind of side that vehicle brand is identified according to Chinese phonetic alphabet information Method improves the accuracy of identification vehicle brand.
The embodiment of the present application first aspect provides a kind of vehicle brand knowledge method for distinguishing, comprising:
Vehicle brand identification device obtains the language message of user's input, and the language message includes target-language information, The target-language information is associated with vehicle brand;The target-language information is converted into corresponding to by vehicle brand identification device Chinese phonetic alphabet information;Vehicle brand identification device determines target corresponding with the Chinese phonetic alphabet information from preset query string Query string, the phonetic editing distance between the target query string and the Chinese phonetic alphabet information are less than preset threshold;Vehicle product Board identification device determines the corresponding vehicle brand of the target-language information according to the target query string.It can by first aspect See, target-language information can be converted into Chinese phonetic alphabet information by vehicle brand identification device in the embodiment of the present application, and be determined Vehicle brand corresponding less than the target query string of preset threshold with the phonetic editing distance of the Chinese phonetic alphabet information is the target The vehicle brand of language message improves the accuracy of identification vehicle brand.
Based on the embodiment of the present application in a first aspect, in the first implementation of the embodiment of the present application first aspect, vehicle Brand recognition device is obtained from preset query string is less than preset threshold with the phonetic editing distance of the Chinese phonetic alphabet information Before target query string, the method also includes: vehicle brand identification device to the preset query string carry out phonetic editor away from From extension, query string after being expanded, the query string after extension includes the target query string;Accordingly, vehicle brand is known Other device determines that the target for being less than preset threshold with the phonetic editing distance of the Chinese phonetic alphabet information is looked into from preset query string Ask string include: vehicle brand identification device from the query string after extension the determining phonetic editor with the Chinese phonetic alphabet information away from From the target query string for being less than preset threshold.
The first implementation based on the embodiment of the present application first aspect and first aspect, the embodiment of the present application first In second of implementation of aspect, the phonetic editing distance includes the phonetic editor of the phonetic editing distance of initial consonant, simple or compound vowel of a Chinese syllable The phonetic editing distance of distance and/or tone, vehicle brand identification device determining and Chinese phonetic alphabet from preset query string The corresponding target query string of information includes: the phonetic editor that vehicle brand identification device determines the initial consonant from preset query string The sum of phonetic editing distance of distance, the phonetic editing distance of the simple or compound vowel of a Chinese syllable and the tone is less than the inquiry of the preset threshold String is the target query string.
The first implementation based on the embodiment of the present application first aspect and first aspect is to the second of first aspect Any one of kind of implementation, in the third implementation of the embodiment of the present application first aspect, vehicle brand identification device is from pre- It sets and determines the sum of the initial consonant editing distance, the simple or compound vowel of a Chinese syllable editing distance and described tone editing distance less than described in query string Before the query string of preset threshold is the target query string, the method also includes: described in the setting of vehicle brand identification device The phonetic editing distance of the phonetic editing distance of initial consonant, the phonetic editing distance of the simple or compound vowel of a Chinese syllable and the tone.
The first implementation based on the embodiment of the present application first aspect and first aspect to first aspect third Any one of kind of implementation, in the 4th kind of implementation of the embodiment of the present application first aspect, vehicle brand identification device is by institute Target-language information is stated to be converted into before corresponding Chinese phonetic alphabet information, the method also includes: vehicle brand identification device will The target-language information is segmented, the target-language information after being segmented;Accordingly, vehicle brand identification device is by institute Stating target-language information and being converted into corresponding Chinese phonetic alphabet information includes: vehicle brand identification device by the object language after participle Information is converted into corresponding Chinese phonetic alphabet information.
The first implementation based on the embodiment of the present application first aspect and first aspect is to the 4th of first aspect Any one of kind of implementation, in the 5th kind of implementation of the embodiment of the present application first aspect, vehicle brand identification device according to The target query string determines that the corresponding vehicle brand of the target-language information includes: described in vehicle brand identification device is shown The corresponding vehicle brand of target query string;Vehicle brand identification device obtains confirmation instruction, confirmation instruction for user according to The instruction of the target query string input of the displaying;Vehicle brand identification device determines that the confirmation instructs corresponding target The vehicle brand of query string is the vehicle brand of the target-language information.
The first implementation based on the embodiment of the present application first aspect and first aspect is to the 5th of first aspect Any one of kind implementation, in the 6th kind of implementation of the embodiment of the present application first aspect, vehicle brand identification device is shown The corresponding vehicle brand of the target query string includes: vehicle brand identification device according to the target query string and the Chinese The phonetic editing distance of Pinyin information, it is ascending that the target query string is ranked up;It is described after showing sequence The corresponding vehicle brand of target query string.
The embodiment of the present application second aspect provides a kind of vehicle brand identification device, the vehicle brand identification device packet Include: acquiring unit, for obtaining language message, the language message includes target-language information, the target-language information with Vehicle brand is associated;Converting unit, for the target-language information to be converted into corresponding Chinese phonetic alphabet information;It determines single Member, for determining corresponding with Chinese phonetic alphabet information target query string from preset query string, the target query string and Phonetic editing distance between the Chinese phonetic alphabet information is less than preset threshold;The determination unit is also used to according to the target Query string determines the corresponding vehicle brand of the target-language information.
It is described in the first implementation of the embodiment of the present application second aspect based on the embodiment of the present application second aspect Vehicle brand identification device further include: expanding element is obtained for carrying out the extension of phonetic editing distance to the preset query string Query string after extension, the query string after extension include the target query string;Accordingly, the determination unit is specifically used for: The determining target for being less than preset threshold with the phonetic editing distance of the Chinese phonetic alphabet information from the query string after extension Query string.
The first implementation based on the embodiment of the present application second aspect and second aspect, the embodiment of the present application second In second of implementation of aspect, the phonetic editing distance includes the phonetic editor of the phonetic editing distance of initial consonant, simple or compound vowel of a Chinese syllable The phonetic editing distance of distance and/or tone, the determination unit are specifically used for determining the initial consonant from preset query string The sum of phonetic editing distance of phonetic editing distance, the phonetic editing distance of the simple or compound vowel of a Chinese syllable and the tone is less than the default threshold The query string of value is the target query string.
The first implementation based on the embodiment of the present application second aspect and second aspect is to the second of second aspect Any one of kind implementation, in the third implementation of the embodiment of the present application second aspect, the vehicle brand identification device Further include: setting unit, for the phonetic editing distance of the initial consonant, the phonetic editing distance and the sound of the simple or compound vowel of a Chinese syllable to be arranged The phonetic editing distance of tune.
The first implementation based on the embodiment of the present application second aspect and second aspect to second aspect third Any one of kind implementation, in the 4th kind of implementation of the embodiment of the present application second aspect, the vehicle brand identification device Further include: participle unit, for the target-language information to be segmented, the target-language information after being segmented;It is corresponding Ground, converting unit are specifically used for: the target-language information after participle is converted into corresponding Chinese phonetic alphabet information.
The first implementation based on the embodiment of the present application second aspect and second aspect is to the 4th of second aspect Any one of kind implementation, in the 5th kind of implementation of the embodiment of the present application second aspect, the vehicle brand identification device Further include: display unit, user show the corresponding vehicle brand of the target query string;The acquiring unit is also used to obtain really Recognize instruction, the confirmation instruction is the instruction that user inputs according to the target query string of the displaying;The determination unit It is also used to determine that the confirmation instructs the vehicle brand of corresponding target query string for the vehicle brand of the target-language information.
The first implementation based on the embodiment of the present application second aspect and second aspect is to the 5th of second aspect Any one of kind implementation, in the 6th kind of implementation of the embodiment of the present application second aspect, the display unit is specifically used for: It is ascending to the target query according to the phonetic editing distance of the target query string and the Chinese phonetic alphabet information String is ranked up;The corresponding vehicle brand of the target query string after showing sequence.
The embodiment of the present application third aspect provides a kind of vehicle brand identification device, the vehicle brand identification device packet It includes: processor;And the memory being connect with the processor communication;Wherein, the memory is stored with readable instruction, The readable instruction is realized when being executed by the vehicle brand identification device as first aspect or first aspect are any possible The Message Processing or control operation of implementation.
The embodiment of the present application fourth aspect provides a kind of computer storage medium, is stored thereon with computer program, when When the computer program is run on computers so that the computer execute above-mentioned first aspect or first aspect is any can The method of the implementation of energy.
The 5th aspect of the embodiment of the present application provides a kind of computer program product, which includes calculating Machine software instruction, the computer software instructions can be loaded to realize that above-mentioned first aspect or first aspect are appointed by processor The method of one possible implementation.
As can be seen from the above technical solutions, the embodiment of the present application has the advantage that
In the present embodiment, vehicle brand identification device can be according to the language message determination and vehicle brand phase that user inputs Associated target-language information, and target-language information is converted into Chinese phonetic alphabet information, so that it is determined that believing with the Chinese phonetic alphabet The phonetic editing distance of breath is less than the target query string of preset threshold, and then the corresponding vehicle brand of target query string is determined as The corresponding vehicle brand of object language.Therefore, in the present embodiment, the language that vehicle brand identification device can be inputted from user is believed Vehicle brand is identified in breath, the accuracy of identification vehicle brand is improved, so that the user experience is improved.
Detailed description of the invention
Fig. 1 is an application scenarios schematic diagram provided by the embodiments of the present application;
Fig. 2 is the schematic flow chart that a kind of vehicle brand provided by the embodiments of the present application knows method for distinguishing;
Fig. 3 is the schematic flow chart that another vehicle brand provided by the embodiments of the present application knows method for distinguishing;
Fig. 4 is a kind of schematic block diagram of vehicle brand identification device provided by the embodiments of the present application;
Fig. 5 is a kind of hardware structural diagram of vehicle brand identification device provided by the embodiments of the present application.
Specific embodiment
With reference to the accompanying drawing, the technical solution in the application is described, it is clear that described embodiment is only this Apply for the embodiment of a part, instead of all the embodiments.Those of ordinary skill in the art are it is found that going out with new technology Existing, technical solution provided by the embodiments of the present application is equally applicable for similar technical problem.
The embodiment of the present application provides a kind of vehicle brand knowledge method for distinguishing, for target-language information to be converted into Chinese Pinyin information, and determining vehicle corresponding less than the target query string of preset threshold with the phonetic editing distance of the Chinese phonetic alphabet information Brand is the vehicle brand of the target-language information, provides a kind of side that vehicle brand is identified according to Chinese phonetic alphabet information Method improves the accuracy of identification vehicle brand.
Referring to FIG. 1, Fig. 1 is a kind of application scenarios schematic diagram provided by the embodiments of the present application.The application scenarios schematic diagram It may include user 101 and vehicle brand identification device 102, wherein user 101 can be by way of voice to vehicle product 102 input voice information of board identification device can also pass through the input voice information in the search column of vehicle identifier.Fig. 1 Shown in application scenarios schematic diagram be user 101 by the method for voice to 102 input voice information of vehicle brand identification device, Wherein, vehicle brand identification device 102 can identify vehicle brand according to the voice messaging that user inputs.
It, can also be with it should be noted that vehicle brand identification device 102 can be vehicle diagnostic equipment in the present embodiment It is computer equipment, is also possible in vehicle diagnostic equipment can also be in computer equipment comprising vehicle brand identification device Comprising vehicle brand identification device 102 etc., it is not specifically limited herein.
An application scenarios provided by the embodiments of the present application are described above, below to one kind provided by the embodiments of the present application Vehicle brand is known method for distinguishing and is described.
Referring to FIG. 2, Fig. 2 is the schematic flow that a kind of vehicle brand provided by the embodiments of the present application knows method for distinguishing Figure may comprise steps of as shown in Fig. 2, a kind of vehicle brand provided by the embodiments of the present application knows method for distinguishing.
201, vehicle brand identification device obtains language message.
User needs to retrieve its vehicle for needing repairing or diagnosing during auto repair perhaps vehicle diagnosis Vehicle brand, to obtain the current situation of vehicle according to vehicle brand, wherein detection vehicle brand, user can be to vehicle Brand recognition device input language information, wherein the language message can be voice messaging, be also possible to input in search column Text information.
It should be noted that including target-language information in language message, wherein the target-language information and vehicle brand It is associated;For example, after the voice messaging that user inputs in vehicle brand identification device, vehicle brand identification device is by the language Speech information is converted into text: the fuel tank oil leak in Guangzhou Automobile Workshop point field, i.e. Guangzhou Automobile Workshop in language message divide field to be target-language information, the mesh Poster says that information includes information associated with vehicle brand.
202, target-language information is converted into Chinese phonetic alphabet information by vehicle brand identification device.
Vehicle brand identification device obtains target-language information from language message, by phonetic conversion module by target language Message breath is converted into Chinese phonetic alphabet information.For example, by target-language information: " Guangzhou Automobile Workshop point field " is converted into Chinese phonetic alphabet information “guangqifentian”。
203, vehicle brand identification device determines that target corresponding with the Chinese phonetic alphabet information is looked into from preset query string Ask string.
Vehicle brand identification device matches the preset query string in Chinese phonetic alphabet information and date library, match with The corresponding target query string of Chinese phonetic alphabet information, wherein the target query string and the phonetic editing distance of Chinese phonetic alphabet information are small In preset threshold.
Specifically, being preset in preset query string in database is pinyin queries string, i.e., preset query string can with from mesh The Chinese phonetic alphabet information that mark language message is converted to directly carries out phonetic matching, so as to be determined according to phonetic editing distance Target query string.For example, preset query string can be as shown in table 2-1.
The preset query string of table 2-1.
Vehicle Query string
BMW baoma
Toyota of Guangzhou Automobile Workshop guangqifengtian
Chang'an Ford changanfute
Porsche baoshijie
Wherein, vehicle brand identification device determines query string guangqifengtian from the preset query string in database It is less than preset threshold with the phonetic editing distance of Chinese phonetic alphabet information guangqifentian, that is, determines query string guangqi Fengtian is target query string, it should be noted that in practical applications, which can be phonetic editing distance and be 2, it is also possible to other phonetic editing distances.
204, vehicle brand identification device determines the corresponding vehicle of the target-language information according to the target query string Brand.
Vehicle brand identification device determines the corresponding vehicle brand of target-language information according to target query string, i.e., according to mesh Mark query string guangqifengtian determines that the vehicle brand of the target-language information is Toyota of Guangzhou Automobile Workshop, vehicle brand identification dress The brand for setting the vehicle that may thereby determine that user needs to detect is Toyota of Guangzhou Automobile Workshop, and obtains the vehicle pair according to the vehicle brand The vehicle condition answered.
In the present embodiment, vehicle brand identification device can be according to the language message determination and vehicle brand phase that user inputs Associated target-language information, and target-language information is converted into Chinese phonetic alphabet information, so that it is determined that believing with the Chinese phonetic alphabet The phonetic editing distance of breath is less than the target query string of preset threshold, and then the corresponding vehicle brand of target query string is determined as The corresponding vehicle brand of object language.Therefore, in the present embodiment, the language that vehicle brand identification device can be inputted from user is believed Vehicle brand is identified in breath, the efficiency of identification vehicle brand is improved, so that the user experience is improved.
Described above is a kind of vehicle brands of the embodiment of the present application to know method for distinguishing, below to the another of the embodiment of the present application A kind of vehicle brand is known method for distinguishing and is described.
Referring to FIG. 3, Fig. 3 is the schematic flow that another vehicle brand provided by the embodiments of the present application knows method for distinguishing Figure, as shown in figure 3, another kind vehicle brand provided by the embodiments of the present application is known method for distinguishing and be may comprise steps of.
301, vehicle brand identification device obtains language message.
User needs to retrieve its vehicle for needing repairing or diagnosing during auto repair perhaps vehicle diagnosis Vehicle brand, to obtain the current situation of vehicle according to vehicle brand, wherein detection vehicle brand, user can be to vehicle Brand recognition device input language information, wherein the language message can be voice messaging, be also possible to input in search column Text information.
It should be noted that including target-language information in language message, wherein the target-language information and vehicle brand It is associated;For example, after the voice messaging that user inputs in vehicle brand identification device, vehicle brand identification device is by the language Speech information is converted into text: the fuel tank oil leak of point field Camry, i.e., divides field Camry to be target-language information in language message, The target-language information includes information associated with vehicle brand.
302, vehicle brand identification device segments target-language information.
Vehicle brand identification device segments target-language information, the target-language information after being segmented;Specifically Ground, vehicle brand identification device can segment target-language information according to vehicle brand keyword segmentation methods, for example, Vehicle brand identification device can segment target-language information with the segmentation methods of brand, vehicle and vehicle system, such as with The segmentation methods of brand, vehicle and vehicle system segment a point field Camry, and the target-language information after being segmented is point Field and Camry, wherein field is divided to be brand, Camry is vehicle.
303, the target-language information after participle is converted into Chinese phonetic alphabet information by vehicle brand identification device.
Target-language information after participle is converted into the Chinese phonetic alphabet by phonetic conversion module by vehicle brand identification device Information, point field and Camry after such as segmenting are converted into fentian and kaimei rui respectively.
304, phonetic editing distance is arranged in vehicle brand identification device.
Phonetic editing distance is arranged in vehicle brand identification device, and specifically, vehicle brand identification device can be according to syllable In initial consonant, simple or compound vowel of a Chinese syllable and tone phonetic editing distance is set.
It is illustrated separately below with initial consonant, simple or compound vowel of a Chinese syllable and tone setting phonetic editing distance.
Specifically, for initial consonant, phonetic editing distance can be arranged according to the pronunciation of initial consonant in vehicle brand identification device, such as 0.5 is set by the phonetic editing distance for the similar initial consonant that pronounces, such as by l/n, z/zh, c/ch, the phonetic editor of the initial consonants such as k/g Distance is set as 0.5;1 is set by the phonetic editing distance of the dissimilar initial consonant of pronunciation, such as by q/k, the initial consonants such as j/d, z/r Phonetic editing distance is set as 1.
It is described below with phonetic editing distance of the actual example to initial consonant, with l/n to the similar initial consonant that pronounces Phonetic editing distance is illustrated, if Chinese phonetic alphabet information is ling, and the Chinese being compared with Chinese phonetic alphabet information ling Pinyin information is ning, since the pronunciation of ling is similar to the pronunciation of ning, then can determine Chinese phonetic alphabet information ling and the Chinese Phonetic editing distance between language Pinyin information ning is 0.5.
It is illustrated with the phonetic editing distance of initial consonant q/k dissimilar to pronunciation, if Chinese phonetic alphabet information is qing, and The Chinese phonetic alphabet information being compared with Chinese phonetic alphabet information qing is king, due to pronunciation and the pronunciation of the king not phase of qing Seemingly, then it can determine that the phonetic editing distance between Chinese phonetic alphabet information qing and Chinese phonetic alphabet information king is 1.
For simple or compound vowel of a Chinese syllable, phonetic editing distance can also be arranged according to the pronunciation of simple or compound vowel of a Chinese syllable in vehicle brand identification device, will such as send out The phonetic editing distance of the similar simple or compound vowel of a Chinese syllable of sound is set as 0.5, for example by in/ing, the phonetic editing distance of the simple or compound vowel of a Chinese syllable such as en/eng is set It is set to 0.5;1 is set by the phonetic editing distance of the dissimilar simple or compound vowel of a Chinese syllable of pronunciation, such as by en/ang, the phonetic of ang/ing simple or compound vowel of a Chinese syllable Editing distance is set as 1.
It is described below with phonetic editing distance of the actual example to simple or compound vowel of a Chinese syllable, with in/ing to the similar simple or compound vowel of a Chinese syllable that pronounces Phonetic editing distance be illustrated, if Chinese phonetic alphabet information is lin, and the Chinese being compared with Chinese phonetic alphabet information lin Pinyin information is ling, since the pronunciation of lin is similar to the pronunciation of ling, then can determine Chinese phonetic alphabet information lin and Chinese Phonetic editing distance between Pinyin information ling is 0.5.
It is illustrated with the phonetic editing distance of simple or compound vowel of a Chinese syllable en/ang dissimilar to pronunciation, if Chinese phonetic alphabet information is Zhen, and the Chinese phonetic alphabet information being compared with Chinese phonetic alphabet information zhen is zhang, pronunciation and zhang due to zhen Pronunciation it is dissimilar, then can determine the phonetic editing distance between Chinese phonetic alphabet information zhen and Chinese phonetic alphabet information zhang It is 1.
For tone, vehicle brand identification device sets 0.5 for the phonetic editing distance of tone.It is understood that When tone changes, vehicle brand identification device determines that tone editing distance is 0.5, for example, when the Chinese phonetic alphabet obtained Information f é ngtian, and the Chinese phonetic alphabet information compared with it be f ē ngtian when, can have determining Chinese phonetic alphabet information f é The phonetic editing distance of ngtian and Chinese phonetic alphabet information f ē ngtian are 0.5.
It should be noted that, if changing with monosyllabic initial consonant and simple or compound vowel of a Chinese syllable, calculating phonetic in the present embodiment Give syllable one positive penalty value when editing distance, which, which can be, increases by 2 phonetic editing distances.For example, For syllable string A=I1 I2 I3…In, wherein IiFor a syllable, i=1,2 ..., n, if I2Initial consonant and simple or compound vowel of a Chinese syllable occur simultaneously The variation that phonetic editing distance is 1, obtains new syllable string B=I1 I2′ I3…In, then between syllable string B and syllable string A Phonetic editing distance is 4;It should be noted that working as the I of syllable string A1An initial consonant occur phonetic editing distance be 1 change Change, I3A simple or compound vowel of a Chinese syllable occur phonetic editing distance be 1 variation, obtain new syllable string C=I1′ I2 I3′…In, then C and A Between editing distance be 2.
305, vehicle brand identification device is just extended preset query string.
In the present embodiment, preset query string can be the pinyin queries string being preset in database, it should be noted that should Preset query string can be query string associated with automobile brand, i.e., preset query string is to have counted all automobile brand information Afterwards, automobile brand information is converted into the query string of phonetic.Specifically, query string specifically refers to shown in table 2-1.
The extension of phonetic editing distance is carried out to preset query string by taking query string fengtiankaimeirui as an example below to carry out Explanation.Specifically, before being extended to preset query string, fengtiankaimeirui is segmented, obtains query string Fengtian and query string kaimeirui, carries out phonetic editor for fengtian and query string kaimeirui respectively respectively Extended distance can be specifically extended, for example query string fengtian is spelled so that phonetic editing distance is ascending The extension of sound editing distance, for example query string fengtian is subjected to the extension that phonetic editing distance is 0.5, looking into after being expanded Ask string can be fentian etc., by query string fengtian carry out phonetic editing distance be 1 extension, after being expanded can To be query string fengtan, fengdian, gengtian etc., that is, the query string after extending is fengtian:fentian, fengtan,fengdian,gengtian,…。
Query string kaimeirui is subjected to the extension of phonetic editing distance, for example query string kaimeirui is subjected to phonetic volume The extension that distance is 0.5 is collected, the query string after being expanded can be gaimeirui etc., query string kaimeirui is spelled The extension that sound editing distance is 1, can be query string kaineirui, kaimeiru, kanmeirui etc. after being expanded, i.e., Query string after extension is kaimeirui:gaimeirui, kaineirui, kaimeiru, kanmeirui ....
Optionally, phonetic editor directly can also be carried out to preset query string fengtiankaimeirui in the present embodiment The extension of distance, for example preset query string fengtiankaimeirui is subjected to the extension that sound editing distance is 1, it is extended to Fengtiandekaimeirui (Camry of Toyota), that is, the query string after extending is fengtiankaimeirui: Fengtiandekaimeirui, it should be noted that be extended when preset query string carries out phonetic editing distance with syllable string When, when being inserted into syllable string, deleting or replace a syllable, the measurement that phonetic editing distance changes is 1.
306, vehicle brand identification device from the query string after extension the determining phonetic editor with Chinese phonetic alphabet information away from From the target query string for being less than preset threshold.
Vehicle brand identification device matches Chinese phonetic alphabet information with the query string after extension, specifically, vehicle product Board identification device looks for method by the query string after the Chinese phonetic alphabet information of the target-language information after participle and extension using investigation It is matched, i.e., looks for the phonetic editing distance of method lookup and vehicle brand to be less than using investigation and preset preset query string, such as vehicle Brand recognition device is first by the query string Fengtian after the Chinese phonetic alphabet information fentian of vehicle brand and extension: Fentian, fetian, fentia are matched, the true Chinese phonetic alphabet information fentian of vehicle brand identification device and query string The phonetic editing distance of fentian is O in Fengtian:fentian, fetian, fentia, is less than preset threshold, then vehicle Brand recognition device determines that query string Fengtian is the target query string of brand, it should be noted that the preset threshold can be with Be phonetic editing distance be 1, be also possible to phonetic editing distance be 2, herein without limitation.
Equally, after the target query string Fengtian for determining vehicle brand, vehicle brand identification device is looked for using investigation Method, which searches to be less than with the phonetic editing distance of vehicle, presets preset query string, such as again by the Chinese phonetic alphabet message of vehicle Kaimeirui and query string kaimeirui:gaimeirui, kaineirui, kaimeiru, the kanmeirui after extension ... It is matched, vehicle brand identification device determines vehicle Chinese phonetic alphabet message kaimeirui and query string kaimeirui: The frequent editing distance of kaimeirui in gaimeirui, kaineirui, kaimeiru, kanmeirui ... is 0, is less than Preset threshold, then vehicle brand identification device determines that query string kaimeirui is the target query string of vehicle.
Therefore, vehicle brand identification device determines that fengtiankaimeirui is target query string.
307, vehicle brand identification device shows the corresponding vehicle brand of target query string.
Vehicle brand identification device determines Fengtiankaimeirui to determine after target query string The corresponding vehicle brand of guangqifengtian is Toyota's Camry, and shows Toyota's Camry to user, so that user can be with Toyota's Camry for identifying of confirmation vehicle brand identification device whether be its vehicle to be processed vehicle brand.
Optionally, in the present embodiment, when there is multiple target query strings less than preset threshold, vehicle brand identification device Target query string is ranked up according to phonetic editing distance is ascending, by target query string after sequence correspond to vehicle brand to User shows, so that user corresponds to the vehicle product that vehicle brand confirms its vehicle to be processed from the target query string of sequence Board.
308, vehicle brand identification device obtains confirmation instruction.
After vehicle brand identification device shows the vehicle brand to user, user confirms that the vehicle brand is that device needs to locate After the vehicle brand of the vehicle of reason, after input validation instruction, the confirmation of the available user's input of vehicle brand identification device refers to It enables.
309, vehicle brand identification device determines that the corresponding vehicle brand of target query string is the vehicle of target voice information Brand.
Vehicle brand identification device is instructed according to the confirmation that user inputs determines that Toyota's Camry is target voice information Vehicle brand.
In the present embodiment, vehicle brand identification device can identify the language message according to the language message that user exports In target-language information associated with automobile brand, then determine the spelling of corresponding with target-language information Chinese phonetic alphabet information Sound editing distance is less than the target query string of preset threshold, to determine the corresponding vehicle product of language message according to target query string Board;Therefore, it can use phonetic editing distance in the present embodiment and determine vehicle brand from the language message that user inputs, realize Fuzzy search, i.e., in the case where the language message of user's input includes fuzzy message, vehicle brand identification device can also root The vehicle brand that user's vehicle to be treated is accurately identified according to the language message that user inputs improves identification vehicle product The accuracy of board.
Method for distinguishing is known from vehicle brand above the embodiment of the present application is described, identify fill from vehicle brand below The embodiment of the present application is described in the angle set.
Referring to FIG. 4, Fig. 4 is a kind of schematic block diagram of vehicle brand identification device provided by the embodiments of the present application.Its In, vehicle brand identification device includes:
Acquiring unit 401, user obtain language message, and the language message includes target-language information, the target language Say that information is associated with vehicle brand;
Converting unit 402, for the target-language information to be converted into corresponding Chinese phonetic alphabet information;
Determination unit 403, for determining target query string corresponding with the Chinese phonetic alphabet information from preset query string, Phonetic editing distance between the target query string and the Chinese phonetic alphabet information is less than preset threshold;
The determination unit 403 is also used to determine the corresponding vehicle of the target-language information according to the target query string Brand.
Optionally, in the present embodiment, the vehicle brand identification device further include:
Expanding element 404, for carrying out the extension of phonetic editing distance to the preset query string, the inquiry after being expanded String, the query string after extension includes the target query string;
Accordingly, the determination unit 403 is specifically used for:
The determining phonetic editing distance with the Chinese phonetic alphabet information is less than preset threshold from the query string after extension The target query string.
Optionally, in this implementation, the phonetic editing distance includes the phonetic editor of the phonetic editing distance of initial consonant, simple or compound vowel of a Chinese syllable The phonetic editing distance of distance and/or tone.
Determination unit 403 is specifically used for determining phonetic editing distance, the simple or compound vowel of a Chinese syllable of the initial consonant from preset query string Phonetic editing distance and the sum of the phonetic editing distance of the tone to be less than the query string of the preset threshold be the target Query string.
Optionally, in the present embodiment, the vehicle brand identification device further include:
Setting unit 405, for phonetic editing distance and the institute of the phonetic editing distance of the initial consonant, the simple or compound vowel of a Chinese syllable to be arranged State the phonetic editing distance of tone.
Optionally, in the present embodiment, the vehicle brand identification device further include:
Participle unit 406, for the target-language information to be segmented, the target-language information after being segmented;
Accordingly, converting unit 402 is specifically used for:
Target-language information after participle is converted into corresponding Chinese phonetic alphabet information.
Optionally, in the present embodiment, the vehicle brand identification device further include:
Display unit 407, user show the corresponding vehicle brand of the target query string;
Acquiring unit 401 is also used to obtain confirmation instruction, and the confirmation instruction is the mesh of the user according to the displaying Mark the instruction of query string input;
Determination unit 403 is the target for determining that the confirmation instructs the vehicle brand of corresponding target query string The vehicle brand of language message.
Optionally, in the present embodiment, the display unit 407 is specifically used for:
It is ascending to described according to the phonetic editing distance of the target query string and the Chinese phonetic alphabet information Target query string is ranked up;
The corresponding vehicle brand of the target query string after showing sequence.
In the present embodiment, determination unit 403 can be associated with vehicle brand according to the language message determination that user inputs Target-language information, target-language information is converted into Chinese phonetic alphabet information by converting unit 402, determination unit 403 so as to With the determining target query string for being less than preset threshold with the phonetic editing distance of the Chinese phonetic alphabet information, and then target query string Corresponding vehicle brand is determined as the corresponding vehicle brand of object language.Therefore, in the present embodiment, vehicle brand identification device can To identify vehicle brand from the language message that user inputs, the efficiency of identification vehicle brand is improved, to improve use Family experience.
The embodiment of the present application also provides another vehicle brand identification device, referring to Fig. 5, Fig. 5 mentions for the embodiment of the present application The hardware structural diagram of a kind of vehicle brand identification device supplied, wherein vehicle brand identification device includes: at least one Manage device 510, memory 550 and transceiver 530.The transceiver may include Receiver And Transmitter, which may include Read-only memory and/or random access memory, and operational order and data are provided to processor 510.One of memory 550 Dividing can also include nonvolatile RAM (NVRAM).
In some embodiments, memory 550 stores following element, executable modules or data structures, or Their subset of person or their superset.
In the embodiment of the present application, by calling the operational order of the storage of memory 550, (operational order is storable in behaviour Make in system), execute corresponding operation.Processor 510 controls the operation of vehicle brand identification device, and processor 510 can be with Referred to as CPU (Central Processing Unit, central processing unit).Memory 550 may include read-only memory and with Machine accesses memory, and provides instruction and data to processor 510.The a part of of memory 550 can also include non-volatile Random access memory (NVRAM).The various components of vehicle brand identification device pass through 520 coupling of bus system in specific application It is combined, wherein bus system 520 can also include power bus, control bus and state in addition to including data/address bus Signal bus etc..But for the sake of clear explanation, various buses are all designated as bus system 520 in figure.
The method that above-mentioned the embodiment of the present application discloses can be applied in processor 510, or be realized by processor 510. Processor 510 may be a kind of IC chip, the processing capacity with signal.During realization, the above method it is each Step can be completed by the integrated logic circuit of the hardware in processor 510 or the instruction of software form.Above-mentioned processing Device 510 can be general processor, digital signal processor (DSP), specific integrated circuit (ASIC), ready-made programmable gate array (FPGA) either other programmable logic device, discrete gate or transistor logic, discrete hardware components.May be implemented or Person executes disclosed each method, step and logic diagram in the embodiment of the present application.General processor can be microprocessor or Person's processor is also possible to any conventional processor etc..The step of method in conjunction with disclosed in the embodiment of the present application, can be straight Connect and be presented as that hardware decoding processor executes completion, or in decoding processor hardware and software module combination executed At.Software module can be located at random access memory, and flash memory, read-only memory, programmable read only memory or electrically-erasable can In the storage medium of this fields such as programmable memory, register maturation.The storage medium is located at memory 550, the memory 550 It can be physically separate unit, be also possible to integrate with processor 510, processor 510 reads memory 550 In information, in conjunction with its hardware complete the above method the step of.
In the present embodiment, transceiver 530 can be used for executing in the corresponding embodiment of Fig. 2 and the corresponding embodiment of Fig. 3 Vehicle brand identification device side is related to the operating procedure sended and received.Or the vehicle brand identification in other alternative embodiments The step of data of device side send and receive.
Processor 510 can be used for executing vehicle brand in the corresponding embodiment of Fig. 2 and the corresponding embodiment of Fig. 3 and identify The step of device side data processing.Or in other alternative embodiments vehicle brand identification device side data processing the step of.
In the above-described embodiments, can come wholly or partly by software, hardware, firmware or any combination thereof real It is existing.When implemented in software, it can entirely or partly realize in the form of a computer program product.
The computer program product includes one or more computer instructions.Load and execute on computers the meter When calculation machine program instruction, entirely or partly generate according to process or function described in the embodiment of the present application.The computer can To be general purpose computer, special purpose computer, computer network or other programmable devices.The computer instruction can be deposited Storage in a computer-readable storage medium, or from a computer readable storage medium to another computer readable storage medium Transmission, for example, the computer instruction can pass through wired (example from a web-site, computer, server or data center Such as coaxial cable, optical fiber, Digital Subscriber Line (DSL)) or wireless (such as infrared, wireless, microwave) mode to another website Website, computer, server or data center are transmitted.The computer readable storage medium can be computer and can deposit Any usable medium of storage either includes that the data storages such as one or more usable mediums integrated server, data center are set It is standby.The usable medium can be magnetic medium, (for example, floppy disk, hard disk, tape), optical medium (for example, DVD) or partly lead Body medium (such as solid state hard disk Solid State Disk (SSD)) etc..
Those of ordinary skill in the art will appreciate that all or part of the steps in the various methods of above-described embodiment is can It is completed with instructing relevant hardware by program, which can be stored in a computer readable storage medium, storage Medium may include: ROM, RAM, disk or CD etc..
It is for distinguishing class that the description and claims of this application and attached drawing, which are related to term " first ", " second " etc., As object, without being used to describe a particular order or precedence order.It should be understood that the data used in this way are in appropriate situation Under can be interchanged, so that the embodiments described herein can be real with the sequence other than the content for illustrating or describing herein It applies.In addition, term " includes " and " having " and their any deformation, it is intended that cover and non-exclusive include.In this Shen Please in the name that step is carried out that occurs perhaps number be not meant to must according to name or number it is indicated when Between/logic sequencing executes the step in method flow, named or number process step can be according to will realize Technical purpose change execution order, as long as identical or similar technical effect can be reached.
It is apparent to those skilled in the art that for convenience and simplicity of description, the system of foregoing description, The specific work process of device and unit, can refer to corresponding processes in the foregoing method embodiment, and details are not described herein.
The above, above embodiments are only to illustrate the technical solution of the application, rather than its limitations;Although referring to before Embodiment is stated the application is described in detail, those skilled in the art should understand that: it still can be to preceding Technical solution documented by each embodiment is stated to modify or equivalent replacement of some of the technical features;And these It modifies or replaces, the spirit and scope of each embodiment technical solution of the application that it does not separate the essence of the corresponding technical solution.

Claims (10)

1. a kind of vehicle brand knows method for distinguishing characterized by comprising
Language message is obtained, the language message includes target-language information, and the target-language information is related to vehicle brand Connection;
The target-language information is converted into corresponding Chinese phonetic alphabet information;
Determine corresponding with Chinese phonetic alphabet information target query string from preset query string, the target query string with it is described Phonetic editing distance between Chinese phonetic alphabet information is less than preset threshold;
The corresponding vehicle brand of the target-language information is determined according to the target query string.
2. the method according to claim 1, wherein the determining and Chinese phonetic alphabet from preset query string Before the corresponding target query string of information, the method also includes:
The extension of phonetic editing distance is carried out to the preset query string, the query string after being expanded, the query string packet after extension Include the target query string;
Accordingly, determine that target query string corresponding with the Chinese phonetic alphabet information includes: from preset query string
The determining phonetic editing distance with the Chinese phonetic alphabet information is less than described in preset threshold from the query string after extension Target query string.
3. according to the method described in claim 2, it is characterized in that, the phonetic editing distance include initial consonant phonetic editor away from From, the phonetic editing distance of simple or compound vowel of a Chinese syllable and/or the phonetic editing distance of tone,
It is described to determine that target query string corresponding with the Chinese phonetic alphabet information includes: from preset query string
The phonetic editing distance of the initial consonant, the phonetic editing distance and the tone of the simple or compound vowel of a Chinese syllable are determined from preset query string The sum of phonetic editing distance to be less than the query string of the preset threshold be the target query string.
4. according to the method described in claim 3, it is characterized in that, determining the editor of the initial consonant phonetic from preset query string The sum of phonetic editing distance of distance, the phonetic editing distance of the simple or compound vowel of a Chinese syllable and the tone is less than the inquiry of the preset threshold Before string is the target query string, the method also includes:
Be arranged the phonetic editor of the phonetic editing distance of the initial consonant, the phonetic editing distance of the simple or compound vowel of a Chinese syllable and the tone away from From.
5. being spelled the method according to claim 1, wherein the target-language information is converted into corresponding Chinese Before message breath, the method also includes:
The target-language information is segmented, the target-language information after being segmented;
Accordingly, the target-language information is converted into corresponding Chinese phonetic alphabet information includes:
Target-language information after participle is converted into corresponding Chinese phonetic alphabet information.
6. method according to any one of claims 1 to 5, which is characterized in that described to be determined according to the target query string The corresponding vehicle brand of the target-language information includes:
Show the corresponding vehicle brand of the target query string;
Confirmation instruction is obtained, the confirmation instruction is the instruction that user inputs according to the target query string of displaying;
Determine that the confirmation instructs the vehicle brand of corresponding target query string for the vehicle brand of the target-language information.
7. according to the method described in claim 6, it is characterized in that, showing the corresponding vehicle brand packet of the target query string It includes:
It is ascending to the target according to the phonetic editing distance of the target query string and the Chinese phonetic alphabet information Query string is ranked up;
The corresponding vehicle brand of the target query string after showing sequence.
8. a kind of vehicle brand identification device characterized by comprising
Acquiring unit, for obtaining language message, the language message includes target-language information, the target-language information with Vehicle brand is associated;
Converting unit, for the target-language information to be converted into corresponding Chinese phonetic alphabet information;
Determination unit, for determining target query string corresponding with the Chinese phonetic alphabet information, the mesh from preset query string The phonetic editing distance marked between query string and the Chinese phonetic alphabet information is less than preset threshold;
The determination unit is also used to determine the corresponding vehicle brand of the target-language information according to the target query string.
9. a kind of server, which is characterized in that the server includes:
Processor;And
The memory being connect with the processor communication;
Wherein, the memory is stored with readable instruction, and the readable instruction is realized when being executed by the processor as weighed Benefit require any one of 1 to 7 described in diagnose connector abnormality processing method.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program When running on computers, the described in any item remote diagnosis method for vehicle fault of claim 1 to 7 are realized.
CN201810867030.0A 2018-08-01 2018-08-01 Vehicle brand knows method for distinguishing and vehicle brand identification device Pending CN109101604A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201810867030.0A CN109101604A (en) 2018-08-01 2018-08-01 Vehicle brand knows method for distinguishing and vehicle brand identification device

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201810867030.0A CN109101604A (en) 2018-08-01 2018-08-01 Vehicle brand knows method for distinguishing and vehicle brand identification device

Publications (1)

Publication Number Publication Date
CN109101604A true CN109101604A (en) 2018-12-28

Family

ID=64848405

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201810867030.0A Pending CN109101604A (en) 2018-08-01 2018-08-01 Vehicle brand knows method for distinguishing and vehicle brand identification device

Country Status (1)

Country Link
CN (1) CN109101604A (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111640032A (en) * 2020-06-01 2020-09-08 明觉科技(北京)有限公司 Vehicle damage assessment method and device, terminal and computer readable storage medium
CN111930775A (en) * 2020-08-26 2020-11-13 明觉科技(北京)有限公司 Vehicle information identification method, device, terminal and computer readable storage medium
CN112307073A (en) * 2019-08-30 2021-02-02 北京字节跳动网络技术有限公司 Information query method, device, equipment and storage medium
CN112634900A (en) * 2021-03-10 2021-04-09 北京世纪好未来教育科技有限公司 Method and apparatus for detecting phonetics

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106297799A (en) * 2016-08-09 2017-01-04 乐视控股(北京)有限公司 Voice recognition processing method and device
CN107633017A (en) * 2017-08-23 2018-01-26 西安理工大学 A kind of fuzzy set construction method of Chinese key

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106297799A (en) * 2016-08-09 2017-01-04 乐视控股(北京)有限公司 Voice recognition processing method and device
CN107633017A (en) * 2017-08-23 2018-01-26 西安理工大学 A kind of fuzzy set construction method of Chinese key

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112307073A (en) * 2019-08-30 2021-02-02 北京字节跳动网络技术有限公司 Information query method, device, equipment and storage medium
CN111640032A (en) * 2020-06-01 2020-09-08 明觉科技(北京)有限公司 Vehicle damage assessment method and device, terminal and computer readable storage medium
CN111930775A (en) * 2020-08-26 2020-11-13 明觉科技(北京)有限公司 Vehicle information identification method, device, terminal and computer readable storage medium
CN112634900A (en) * 2021-03-10 2021-04-09 北京世纪好未来教育科技有限公司 Method and apparatus for detecting phonetics

Similar Documents

Publication Publication Date Title
CN108563214B (en) Vehicle diagnosis method, device and equipment
CN109101604A (en) Vehicle brand knows method for distinguishing and vehicle brand identification device
CN110377716B (en) Interaction method and device for conversation and computer readable storage medium
US10540347B2 (en) Contextual search disambiguation
CN103635963B (en) Language model across languages initialization
US20200334457A1 (en) Image recognition method and apparatus
US10360740B2 (en) Methods and systems for diagnosing a vehicle using sound
US7590476B2 (en) Vehicle diagnosis system and method
CN108170859A (en) Method, apparatus, storage medium and the terminal device of speech polling
KR20160040209A (en) System and method for pre-evaluation vehicle diagnostic and repair cost estimation
EP3567554A1 (en) Apparatuses, systems, and methods for remotely capturing automotive vehicle diagnostic information, monitoring, and controlling
CN109660533B (en) Method and device for identifying abnormal flow in real time, computer equipment and storage medium
CN109947924A (en) Conversational system training data construction method, device, electronic equipment and storage medium
CN111913133A (en) Distributed fault diagnosis and maintenance method, device, equipment and computer readable medium
US11307975B2 (en) Machine code analysis for identifying software defects
CN110415679A (en) Voice error correction method, device, equipment and storage medium
CN109299227B (en) Information query method and device based on voice recognition
CN111176695A (en) Vehicle ECU configuration method, server and terminal
CN111312230A (en) Voice interaction monitoring method and device for voice conversation platform
US20210104235A1 (en) Arbitration of Natural Language Understanding Applications
CN108197625A (en) A kind of method and system for correcting Car license recognition
US20210304523A1 (en) Augmented reality diagnostic interface
CN110188327B (en) Method and device for removing spoken language of text
CN116737882A (en) Vehicle-mounted fault analysis method and device, computer equipment and storage medium
CN115146081B (en) Construction method and diagnosis method of fault diagnosis knowledge graph of production equipment

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
RJ01 Rejection of invention patent application after publication

Application publication date: 20181228

RJ01 Rejection of invention patent application after publication