IMPLEMENTATION OF AN ONLINE ADAPTIVE FUZZY CONTROLLER IN LOW-END HARDWARE

被引:5
|
作者
SHENOI, S [1 ]
ASHENAYI, K [1 ]
TIMMERMAN, M [1 ]
机构
[1] UNIV TULSA,CTR INTELLIGENT SYST,TULSA,OK 74104
基金
美国国家科学基金会; 美国国家航空航天局;
关键词
INTELLIGENT CONTROL SYSTEMS; ADAPTIVE FUZZY CONTROLLERS; ONLINE ADAPTATION; REAL-TIME CONTROL; HARDWARE IMPLEMENTATION; EMBEDDED CONTROLLERS;
D O I
10.1016/0952-1976(94)90032-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The implementation of art on-line adaptive fuzzy control algorithm in low-end hardware is described. The adaptive controller starts with a vacuous control policy, i.e. its initial control surface is derived from a vacuous rule base. The control surface is adapted autonomously in real time using control meta-knowledge and basic learning constructs. Limited system-dependent information is incorporated to tailor the Intel-8031-based hardware to specific applications. This information includes input and output signal magnitudes and time-scale information. Simulations and actual experiments indicate that the on-line adaptive controller is very robust and fault-tolerant. A relatively high learning rare enables the controller to learn to control plants in real time even while it is controlling them.
引用
收藏
页码:533 / 543
页数:11
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