Neural network and fuzzy logic techniques based collision avoidance for a mobile robot

被引:14
|
作者
Zhang, ML [1 ]
Peng, SX [1 ]
Meng, QH [1 ]
机构
[1] TIANJIN UNIV,INST MACHINE INTELLIGENCE,TIANJIN 300072,PEOPLES R CHINA
关键词
mobile robot; obstacle avoidance; neural networks; fuzzy logic;
D O I
10.1017/S0263574797000751
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
This paper is concerned with a mobile robot reactive navigation in an unknown cluttered environment based on neural network and fuzzy logic. Reactive navigation is a mapping between sensory data and commands without planning. This article's task is to provide a steering command letting a mobile robot avoid a collision with obstacles. In this paper, the authors explain how to perform a currently perceptual space partitioning for a mobile robot by the use of an ART neural network, and then, how to build a 3-dimensional fuzzy controller for mobile robot reactive navigation. The results presented, whether experimented or simulation, show that our method is well adapted to this type of problem.
引用
收藏
页码:627 / 632
页数:6
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