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Fuzzy logic controller design utilizing multiple contending software agents

delete1999-09-01
delete9
PRE
AI
A
Arvin Agah
K
K. Tanie
DOI:10.1016/S0165-0114(97)00257-1delete
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摘要

摘要

En 中文
The concept of fuzzy logic control based on a distributed multi-agent system is described in this paper. It is shown that a system composed of a number of cooperating and contending intelligent agents can perform well in terms of sensing the measured input data and producing output control signals. Each agent's implementation consists of a number of fuzzy logic control rules. Although at each time step, all the agents compete for the control of the system by proposing a possible action, the main controller chooses among the selections based on a number of evaluation criteria. It is through the simultaneous cooperation (to overall control the system) and competition (to take control at a given time), that the system yields convincing results. The effectiveness of the novel methodology is illustrated through the control of a robotic system that keeps an inverted pendulum in balance while being perturbed by a human force. In addition, the proposed methodology is applied to the practical control of a service mobile manipulator interacting with a human. It is shown that fuzzy logic control combined with intelligent multi-agent architecture can yield effective and efficient intelligent controllers. (C) 1999 Elsevier Science B.V. All rights reserved.
Keyword:
fuzzy logic control
robotics applications
intelligent control
multi-agent systems
distributed control
fuzzy membership functions
human-robot interaction
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Fuzzy Sets and Systems 封面图
Fuzzy Sets and Systems
IF:
2.7
论文数:
7.6K
被引数:
1.5W

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