Human intention recognition for robot walking helper using ANFIS

Yi Che Huang*, Hsiang Ping Yang, Chun Hsu Ko, Kuu-Young Young

*此作品的通信作者

研究成果: Conference contribution同行評審

11 引文 斯高帕斯(Scopus)

摘要

In this paper, upon a passive robot walking helper developed in our laboratory, referred to as i-go, we attach the force-sensing grips to its two handles, which are used to effectively recognize the intention of the user. We use the Lasso model for user intention recognition, so that we can infer the relationship between the user' intention and measured pushing-pulling force. We also use the PCA algorithm to obtain the weighting for each intention. With the intention weighting identified, we then propose a fuzzy controller to generate proper braking force for i-go. In addition, to adapt to different users, we apply the ANFIS to tune the parameters of the fuzzy controller to achieve more accurate assistance.

原文English
主出版物標題ASCC 2011 - 8th Asian Control Conference - Final Program and Proceedings
頁面311-316
頁數6
出版狀態Published - 2011
事件8th Asian Control Conference, ASCC 2011 - Kaohsiung, 台灣
持續時間: 15 5月 201118 5月 2011

出版系列

名字ASCC 2011 - 8th Asian Control Conference - Final Program and Proceedings

Conference

Conference8th Asian Control Conference, ASCC 2011
國家/地區台灣
城市Kaohsiung
期間15/05/1118/05/11

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