Abstract
AbstractRecently, the demand for man–machine cooperative systems has been growing in many industrial fields, particularly in cell production and in flexible manufacturing systems. In the design of man–machine cooperative systems, the characteristics of human behavior must be considered. This paper presents a new design strategy for a switched assist controller for a man–machine cooperative positioning task that takes into consideration a human behavior model based on a continuous/discrete hybrid dynamical system. First, the human behavior model is identified as a piecewise ARX model using k‐means clustering and a support vector machine. Second, the switched assist system is designed as a switched impedance controller based on the identified hybrid human behavior model with optimization. The optimization was solved by performing a forward calculation of the closed loop response of the human behavior model and controller with a criterion reflecting the task time and the force effort. The results show that one can find the optimal parameters for a switched impedance controller. © 2011 Wiley Periodicals, Inc. Electr Eng Jpn, 177(1): 55–64, 2011; Published online in Wiley Online Library (wileyonlinelibrary.com). DOI 10.1002/eej.20932
Talk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have
Disclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.