VEHICLE FAULT REASONING METHOD BASED ON KNOWLEDGE GRAPH

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United States of America Patent

APP PUB NO 20240078444A1
SERIAL NO

17987824

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ATTORNEY / AGENT: (SPONSORED)

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Abstract

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The invention discloses a vehicle fault reasoning method based on a knowledge graph, includes: constructing a knowledge graph of a vehicle fault; obtaining a question statement (QS) from user; performing question classification on the QS by TextCNN to obtain a classification result; marking a training QS by using an NER data marking manner and training an entity extraction model based on a sequence marking result; generating a vehicle fault class by a decision tree model for extracting the QS and searching for an answer in the knowledge graph; and performing question template matching based on the classification result and the answer and substituting the answer into the question template to obtain an answer statement. A question answering system constructed by the method includes word processing, question classification, question template matching, and answer generation, which helps the user judging a fault problem of vehicle, and searching for related knowledge about vehicle fault.

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Patent Owner(s)

Patent OwnerAddress
SHANGHAI UNIVERSITY OF ENGINEERING SCIENCE201620 NO 333 LONGTENG ROAD SHANGHAI SONGJIANG DISTRICT SHANGHAI CITY SHANGHAI CITY 201620

International Classification(s)

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  • 2022 Application Filing Year
  • G06N Class
  • 11536 Applications Filed
  • 3514 Patents Issued To-Date
  • 30.47 % Issued To-Date
Click to zoom InYear of Issuance% of Matters IssuedCumulative IssuancesYearly Issuances20222023202420250255075100

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Fang, Zhijun Shanghai, CN 4 2
Gao, Yongbin Shanghai, CN 1 0
Li, Yuanyuan Shanghai, CN 189 502
Wan, Weibing Shanghai, CN 1 0

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Citation count rangeNumber of patents cited in rangeNumber of patents cited in various citation count ranges11654401 - 10050100150200250300350400450500550600650700750800850900950100010501100115012001250

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