Self-tuning PID control using an adaptive network-based fuzzy inference system

被引:9
|
作者
Bishr, M [1 ]
Yang, YG
Lee, G
机构
[1] Menoufia Univ, Dept Elect Engn, Shebin El Kom, Egypt
[2] Silicon Storage Technol Inc, Sunnyvale, CA 94086 USA
[3] N Carolina State Univ, Ctr Robot & Intelligent Machines, Raleigh, NC 27695 USA
来源
关键词
self-tuning control; PID controller; fuzzy-inference systems; adaptive neural network;
D O I
10.1080/10798587.2000.10642795
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a self-tuning PID control algorithm using an adaptive network-based fuzzy inference structure (ANFIS). In particular, the design of a self-tuning PID learning-based optimum controller is introduced which can be applied to nonlinear as well as linear systems. A recursive adaptation scheme is employed for on-line implementation of the self-tuning PLD controller in which an exponential forgetting factor is used to weigh old data and both an error and control rate cost are used in the backwards pass. Results show that the method is a viable approach for tuning the parameters of a PID controller.
引用
收藏
页码:271 / 280
页数:10
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