DocumentCode
2196107
Title
Automatic synthesis using genetic programming of an improved general-purpose controller for industrially representative plants
Author
Keane, Martin A. ; Koza, John R. ; Streeter, Matthew J.
Author_Institution
Econ. Inc., Chicago, IL, USA
fYear
2002
fDate
2002
Firstpage
113
Lastpage
122
Abstract
Most real-world controllers are composed of proportional, integrative, and derivative Signal processing blocks. The so-called PID controller was invented and patented by A. Callender and A.B. Stevenson (1939). Later J.G. Ziegler and N.B. Nichols (1942) developed mathematical rules for automatically selecting the parameter values for PID controllers. In their influential book, K.J. Astrom and T. Hagglund (1995) developed a world-beating PID controller that outperforms the 1942 Ziegler-Nichols rules on an industrially representative set of plants. In this paper, we approached the problem of automatic synthesis of a controller using genetic programming without requiring in advance that the topology of the plant be the conventional PID topology. We present a genetically evolved controller that outperforms the automatic tuning rules developed by Astrom and Hagglund in 1995 for the industrially representative set of plants specified by Astrom and Hagglund.
Keywords
controllers; genetic algorithms; three-term control; transfer functions; PID controller; automatic synthesis; automatic tuning rules; general-purpose controller; genetic programming; genetically evolved controller; industrially representative plants; real-world controllers; Automatic control; Books; Genetic programming; Industrial control; PD control; Proportional control; Signal processing; Signal synthesis; Three-term control; Topology;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolvable Hardware, 2002. Proceedings. NASA/DoD Conference on
Print_ISBN
0-7695-1718-8
Type
conf
DOI
10.1109/EH.2002.1029873
Filename
1029873
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