Adaptive network based fuzzy control of a dynamic biped walking robot

被引:8
|
作者
Zhou, CJ
Jagannathan, K
机构
关键词
D O I
10.1109/IJSIS.1996.565058
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we proposed a Adaptive-Network-Based Fuzzy Inference System (ANFIS) control strategy based on a hierarchy of walking planning level, gait generating level and joint control level which do nor require detailed kinematics or dynamic biped models. The ANFIS controller, which enhances Sugeno fuzzy controller with self-learning capability from adaptive network, can combine the qualitative knowledge in fuzzy rules and be fine-tuned by on-line learning. The effectiveness of the proposed ANFIS joint control was verified through a 5-link biped robot simulation. we demonstrated that the designed hierarchical control system can use the experimental input-output data pairs for the biped robot learning and walking with dynamic balance. It is also shown that the further on-line self-learning capability of the ANFIS controller can markedly improve the dynamic walking performance of the biped robot.
引用
收藏
页码:109 / 116
页数:8
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