Title :
Dual heuristic programming for fuzzy control
Author :
Lendaris, George G. ; Shannon, Thaddeus T. ; Schultz, Lany J. ; Hutsell, Steven ; Rogers, Alee
Author_Institution :
Northwest Comput. Intelligence Lab., Portland State Univ., OR, USA
Abstract :
Overview material for the special session (tuning fuzzy controllers using adaptive critic based approximate dynamic programming) is provided. The dual heuristic programming (DHP) method of approximate dynamic programming is described and used to design a fuzzy control system. DHP and related techniques have been developed in the neurocontrol context but can be equally productive when used with fuzzy controllers or neuro-fuzzy hybrids. This technique is demonstrated by designing a temperature controller for a simple water bath system. In this example, we take advantage of the TSK model framework to initialize the tunable parameters of our plant model with reasonable problem specific values
Keywords :
controllers; dynamic programming; fuzzy control; fuzzy neural nets; heuristic programming; optimisation; TSK model framework; adaptive critic based approximate dynamic programming; dual heuristic programming; fuzzy control; fuzzy controllers; fuzzy controllers tuning; neuro-fuzzy hybrids; temperature controller; tunable parameters; water bath system; Adaptive control; Computational intelligence; Context modeling; Dynamic programming; Fuzzy control; Fuzzy neural networks; Fuzzy systems; Neural networks; Neurofeedback; Programmable control;
Conference_Titel :
IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-7078-3
DOI :
10.1109/NAFIPS.2001.944312