Adaptive type-2 fuzzy logic control of a bioreactor

被引：13

作者：

Galluzzo, Mose ^{[1
]}

Cosenza, Bartolomeo ^{[1
]}

机构：

[1] Univ Palermo, Dipartimento Ingn Chim Proc & Mat, I-90128 Palermo, Italy

来源：

CHEMICAL ENGINEERING SCIENCE | 2010年 / 65卷 / 14期

关键词：

Process control; Adaptive control; Type-2 fuzzy logic control; Stability; Nonlinear dynamics; Bioreactor;

D O I：

10.1016/j.ces.2010.04.023

中图分类号：

TQ [化学工业];

学科分类号：

0817 ;

摘要：

Two adaptive type-2 fuzzy logic controllers with minimum number of rules are developed and compared by simulation for control of a bioreactor in which aerobic alcoholic fermentation for the growth of Saccharomyces cerevisiae takes place. The bioreactor model is characterized by nonlinearity and parameter uncertainty. The first adaptive fuzzy controller is a type-2 fuzzy-neuro-predictive controller (T2FNPC) that combines the capability of type-2 fuzzy logic to handle uncertainties, with the ability of predictive control to predict future plant performance making use of a neural network model of the nonlinear system. The second adaptive fuzzy controller is instead a self-tuning type-2 PI controller, where the output scaling factor is adjusted online by fuzzy rules according to the current trend of the controlled process. The performance of a type-2 fuzzy logic controller with 49 rules is used as reference. (C) 2010 Elsevier Ltd. All rights reserved.

引用

页码：4208 / 4221

页数：14

共 24 条

[1]

Cao J., 2008, P IEEE FUZZ C HONG K, P1361

[2] Evolutionary computing for optimizing type-2 fuzzy systems in intelligent control of non-linear dynamic plants [J].

Castillo, O ;

Huesca, G ;

Valdez, F .

NAFIPS 2005 - 2005 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY, 2005, :247-251

[3]

FREDRIKSSON J, 2001, THESIS LUND SWEDEN U

[4] Control of a nonlinear continuous bioreactor with bifurcation by a type-2 fuzzy logic controller [J].

Galluzzo, Mose ;

Cosenza, Bartolomeo ;

Matharu, Aditya .

COMPUTERS & CHEMICAL ENGINEERING, 2008, 32 (12) :2986-2993

[5] Control of the biodegradation of mixed wastes in a continuous bioreactor by a type-2 fuzzy logic controller [J].

Galluzzo, Mose ;

Cosenza, Bartolomeo .

COMPUTERS & CHEMICAL ENGINEERING, 2009, 33 (09) :1475-1483

[6]

Hagras H, 2004, IEEE INT CONF FUZZY, P965

[7] Type-2 FLCs: A new generation of fuzzy controllers [J].

Hagras, Hani .

IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2007, 2 (01) :30-43

[8] Centroid of a type-2 fuzzy set [J].

Karnik, NN ;

Mendel, JM .

INFORMATION SCIENCES, 2001, 132 (1-4) :195-220

[9] Operations on type-2 fuzzy sets [J].

Karnik, NN ;

Mendel, JM .

FUZZY SETS AND SYSTEMS, 2001, 122 (02) :327-348

[10]

Karnik NN, 1998, 1998 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AT THE IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE - PROCEEDINGS, VOL 1-2, P915, DOI 10.1109/FUZZY.1998.686240

← 1 2 3 →