Nonlinear control of an activated sludge aeration process: use of fuzzy techniques for tuning PID controllers

被引:27
作者
Rodrigo, MA
Seco, A
Ferrer, J
Penya-roja, JM
Valverde, JL
机构
[1] Univ Castilla La Mancha, Fac Ciencias Quim, Dept Ingn Quim, Ciudad Real 13004, Spain
[2] Univ Valencia, Fac Quim, Dept Ingn Quim, E-46100 Valencia, Spain
[3] Univ Politecn Valencia, ETS Ingn Caminos, Dept Ingn Hidraul & Medio Ambiente, Valencia, Spain
关键词
fuzzy; process control; aeration; wastewater; biological treatment; PID; neural networks;
D O I
10.1016/S0019-0578(99)00018-X
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, several tuning algorithms, specifically ITAE, IMC and Cohen and Goon, were applied in order to tune an activated sludge aeration PID controller. Performance results of these controllers were compared by simulation with those obtained by using a nonlinear fuzzy PID controller. In order to design this controller, a trial and error procedure was used to determine, as a function of error at current time and at a previous time, sets of parameters (including controller gain, integral time and derivative time) which achieve satisfactory response of a PID controller actuating over the aeration process. Once these sets of data were obtained, neural networks were used to obtain fuzzy membership functions and fuzzy rules of the fuzzy PID controller. (C) 1999 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:231 / 241
页数:11
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