Fuzzy self-tuning PI control of pH in fermentation

被引:53
作者
Babuska, R
Oosterhoff, J
Oudshoorn, A
Bruijn, PM
机构
[1] Applikon Dependable Isntruments BV, NL-3100 AC Schiedam, Netherlands
[2] Delft Univ Technol, Fac ITS, Control Syst Engn Grp, NL-2600 GA Delft, Netherlands
关键词
pH control; pH model; fuzzy self-tuning control; PI control; adaptive control;
D O I
10.1016/S0952-1976(02)00003-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Controlling the pH value of small-scale laboratory fermentation processes with a conventional PI controller is difficult. This is due to the highly non-linear response of the pH to the addition of acid or base, the time-varying behaviour of the microorganism, various reactor volumes, and the buffer capacity of the system. It is also very difficult for a biochemist without a control engineering background to adjust the PI parameters of the controller when a fermentation process is changed. This article describes the development and implementation of a fuzzy self-tuning PI controller for a low-cost laboratory pH control system with digital peristaltic pumps. The controller was designed to have a wide range of applications in batch, fed-batch and continuous processes in a laboratory reactor of a working volume ranging from 2 to 151. The essential idea is to tune the controller gains on-line by means of a parameter that results from a fuzzy inference mechanism. The tuning of the controller gains is based on the response of the pH system. The controller was first tested in simulations and then experimentally on 2- and 7-1 reactors. This experimental validation confirmed that the pH controller is capable of controlling the pH value of a fermentation process within the required range of +/-0.05 pH units. The self-tuning capability makes the controller robust with respect to the varying buffer capacity and the working volume of the fermenter. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:3 / 15
页数:13
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