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Intelligent interface of the machine based on knowledge graph

  • Xi'an Jiaotong University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

The machine intelligent interface is a user interface that involves some aspect of artificial intelligence or computational intelligence to support the device sense, communication, and processing data for autonomy. This article proposed the implementation of an intelligent interface for the machine. It is based on the knowledge graph (KG) technology, integrating AI algorithms, and service behaviors to users, which we argue are three critical factors for an advanced interface. As for implementation, firstly, we introduced the construction of the machine KG and the definition of user request modes. Defining user request modes could restrict interact scope into domain area and in case access beyond the domain. Then, we combine semantic parsing and information retrieval to process multiple user request modes. Our implemented intelligent interface has the advantages of ensuring accuracy and interpretability oriented to core definition requests and flexibility oriented to random complex requests.

Original languageEnglish
Title of host publication2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages2419-2423
Number of pages5
ISBN (Electronic)9798350320831
DOIs
StatePublished - 2023
Event20th IEEE International Conference on Mechatronics and Automation, ICMA 2023 - Harbin, Heilongjiang, China
Duration: 6 Aug 20239 Aug 2023

Publication series

Name2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023

Conference

Conference20th IEEE International Conference on Mechatronics and Automation, ICMA 2023
Country/TerritoryChina
CityHarbin, Heilongjiang
Period6/08/239/08/23

Keywords

  • Intelligent interface
  • artificial intelligence algorithms
  • knowledge graph
  • service-oriented natural interaction

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