Title :
Automatic synthesis of both the control law and parameters for a controller for a three-lag plant with five-second delay using genetic programming and simulation techniques
Author :
Koza, John R. ; Keane, Martin A. ; Yu, Jessen ; Mydlowec, William ; Bennett, Forrest H., III
Author_Institution :
Stanford Univ., CA, USA
Abstract :
This paper describes how the process of synthesizing the design of both the topology (control law) and the numerical parameter values (tuning) for a controller can be automated using genetic programming. Genetic programming can be used to automatically make the decisions concerning the total number of signal processing blocks to be employed in a control, the type of each block, the interconnections between the blocks, and the values (tuning) of all parameters for all blocks requiring parameters. In synthesizing the design of controllers, genetic programming can simultaneously optimize prespecified performance metrics (such as minimizing the time required to bring the plant output to the desired value), satisfy time-domain constraints (such as overshoot and disturbance rejection), and satisfy frequency domain constraints. Evolutionary methods have the advantage of not being encumbered by preconceptions that limit its search to well-traveled paths. Genetic programming is applied to an illustrative problem involving the design of a controller for a three-lag plant with a significant (five-second) time delay in the external feedback from the plant to the controller. The delay in the feedback makes the design of an effective controller difficult
Keywords :
control system CAD; control system analysis computing; delays; feedback; frequency-domain synthesis; genetic algorithms; optimal control; signal processing; time-domain synthesis; topology; 5 s; GA; automatic control law synthesis; automatic parameter synthesis; control law design; disturbance rejection; evolutionary methods; external feedback; five-second delay; frequency domain constraints; genetic programming; numerical parameter value design; overshoot; prespecified performance metric optimization; simulation techniques; three-lag plant; time minimization; time-domain constraints; topology design; tuning; Automatic control; Constraint optimization; Delay effects; Design optimization; Feedback; Genetic programming; Signal processing; Signal synthesis; Topology; Tuning;
Conference_Titel :
American Control Conference, 2000. Proceedings of the 2000
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-5519-9
DOI :
10.1109/ACC.2000.878941