Title :
Intelligent control for human-machine systems
Author :
Buss, Martin ; Hashimoto, Hideki
Author_Institution :
Dept. of Autom. Eng., Tech. Univ. Munchen, Germany
fDate :
3/1/1996 12:00:00 AM
Abstract :
In this article we try to summarize the field of intelligent control (IC) for human-machine systems (HMS) from a subjective point of view. Mechatronic components have become intelligent from integrating mechanical, electrical and software intelligence in minimum space, certainly an important step in building IC systems. Because of this, and of successes using artificial neural networks, fuzzy logic and genetic algorithms, so called soft computing, the field of IC is exciting with a bright future. This article attempts to anticipate this future and discusses directions of research to approach the realization of more intelligent systems. Human inclusion in such IC systems is as important as to increase autonomy, flexibility, and fault tolerance. Iterative improvement over trials and optimal system design are important issues. The authors´ research to realize IC of dextrous manipulation is briefly reviewed discussing the key results and lessons.
Keywords :
fuzzy control; genetic algorithms; intelligent control; interactive systems; man-machine systems; mechatronics; neurocontrollers; artificial neural networks; autonomy; dextrous manipulation; fault tolerance; flexible control; fuzzy logic; genetic algorithms; human-machine systems; intelligent control; iterative improvement; mechatronic components; optimal system design; soft computing; Artificial intelligence; Artificial neural networks; Computer networks; Fuzzy logic; Genetic algorithms; Intelligent control; Intelligent structures; Intelligent systems; Man machine systems; Mechatronics;
Journal_Title :
Mechatronics, IEEE/ASME Transactions on
DOI :
10.1109/3516.491409