Back to Search Start Over

Genetic Programming of a Microcontrolled Water Bath Plant

Authors :
Marco Aurélio Cavalcanti Pacheco
J.F.M. Amaral
Douglas Mota Dias
Source :
Lecture Notes in Computer Science ISBN: 9783540465423, KES (3)
Publication Year :
2006
Publisher :
Springer Berlin Heidelberg, 2006.

Abstract

Typically, control system design leads to a higher-order non-linear function of the system's state variables. As a result, it is very hard to find a satisfactory mathematical solution. On the other hand, considering a microcontroller based implementation, another difficulty is to program it to carry out the desired control algorithm. This paper presents the application of linear genetic programming in the automatic synthesis of a microcontroller assembly program, which performs an optimized control of a water bath plant. The synthesis starts from the plant's mathematical modeling and supplies directly a assembly code for the microcontroller platform. When comparing the control performance of the synthesized program with that of a neuro-fuzzy based controller, the synthesized program proved to perform slightingly better.

Details

ISBN :
978-3-540-46542-3
ISBNs :
9783540465423
Database :
OpenAIRE
Journal :
Lecture Notes in Computer Science ISBN: 9783540465423, KES (3)
Accession number :
edsair.doi...........5ced5655db84fca8b3031766eb3c1ec8
Full Text :
https://doi.org/10.1007/11893011_40