
Predictive Control is one of the basic techniques of the
modern Advanced Process Control, being increasingly
applied in the field of the process industry. The control strategy of the method is
based on the explicit use of a model to predict the process outputs over a long-range
horizon. A sequence of future control actions must be calculated so that a cost function
to be minimized.
Evolutionary Computation is a generic term for a class
of stochastic search techniques, which use computational models of evolutionary processes
in their structure. The main Evolutionary Algorithms are Genetic Algorithms (GAs),
Evolution Programs and Evolutionary Strategies.
The objective of my research is the use of evolutionary
algorithms (especially GAs & hybrid GAs) in the solution of the optimization problem
of Predictive Control, (using conventional and unconventional cost functions) and in the
design (on-line and off-line) of the Predictive Controllers.
A list with my publications follows:
- Goggos V. & King R., Stochastic Predictive
Control of Mechatronic Systems, Mechatronics, vol. 7, No. 2, pp. 129-40, 1997
(ps file).
- Goggos V. & King R., Evolutionary Predictive
Control, Proceedings of 6th Computer Aided Engineering (ESCAPE),
Computers & Chemical Engineering (suppl. vol.), pp. 817-822, 1996 (ps file).
- Goggos V. & King R., Evolutionary Predictive
Control (EPC) of Multivariable Processes, Proceedings of 4th IEEE
Mediterranean Symposium on New Directions in Control & Automation, 10-14 June
1996, Chania, Crete.
- Goggos V, & King R., Evolutionary Predictive
Control, Proceedings of Conference of Modern Technologies in Process Control,
p. 57-66, 14-15 December 1995, Intercontinental Hotel, Athens, 1995 (in Greek).
- Goggos V. & King R., Stochastic Predictive
Control of Mechatronic Systems, Proceedings of International Conference on Recent
Advances in Mechatronics ICRAM95, p.123-130, Aug. 14-16 1995, Istanbul, Turkey.
- Goggos V. & King R., Advanced Process Control
using Genetic Algorithms, Proceedings of Advanced Summer Institute 94 in
Computer Integrated Manufacturing and Industrial Automation (CIMIA), Patra 1994.
