TY - GEN
T1 - Intelligent interface of the machine based on knowledge graph
AU - Ren, Huanrong
AU - Jiang, Pingyu
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - 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.
AB - 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.
KW - Intelligent interface
KW - artificial intelligence algorithms
KW - knowledge graph
KW - service-oriented natural interaction
UR - https://www.scopus.com/pages/publications/85170826241
U2 - 10.1109/ICMA57826.2023.10216193
DO - 10.1109/ICMA57826.2023.10216193
M3 - 会议稿件
AN - SCOPUS:85170826241
T3 - 2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023
SP - 2419
EP - 2423
BT - 2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 20th IEEE International Conference on Mechatronics and Automation, ICMA 2023
Y2 - 6 August 2023 through 9 August 2023
ER -