GENETIC PROGRAMMING FOR PREDICTION AND CONTROL

Citation
Dc. Dracopoulos et S. Kent, GENETIC PROGRAMMING FOR PREDICTION AND CONTROL, NEURAL COMPUTING & APPLICATIONS, 6(4), 1997, pp. 214-228
Citations number
39
ISSN journal
09410643
Volume
6
Issue
4
Year of publication
1997
Pages
214 - 228
Database
ISI
SICI code
0941-0643(1997)6:4<214:GPFPAC>2.0.ZU;2-I
Abstract
The relatively 'new' field of genetic programming has received a lot o f attention during the last few years. This is because of its potentia l for generating functions which are able to solve specific problems. This paper begins with an extensive overview of the field, highlightin g its power and limitations and providing practical tips and technique s for the successful application of genetic programming in general dom ains. Following this, emphasis is placed on the application of genetic programming to prediction and control. These two domains are of extre me importance in many disciplines. Results are presented for an oral c ancer prediction task and a satellite attitude control problem. Finall y, the paper discusses how the convergence of genetic programming can be significantly speeded up through bulk synchronous model parallelisa tion.