Title :
Choice of utility functions for adaptive critic designs
Author :
Venayagamoorthy, Ganesh K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Missouri Univ., Rolla, MO, USA
Abstract :
This paper first presents a general overview of Adaptive Critic Designs (ACDs) and their existing control applications. It describes the importance of the right choice of utility functions for the development of critic networks and their convergence to the cost-to-go function J. A closer look into the step by step derivation of an utility function for the design of an ACD nonlinear optimal neurocontroller to replace/augment the conventional controllers, the automatic voltage regulator and governor, in a power system consisting of a generator connected to the power grid is described and some results are presented.
Keywords :
convergence; neurocontrollers; optimal control; power system control; utility theory; voltage regulators; ACD nonlinear optimal neurocontroller design; adaptive critic designs; automatic voltage regulator; convergence; critic network development; governor; power grid; power system generator; utility functions;
Conference_Titel :
Intelligent Control. 2003 IEEE International Symposium on
Conference_Location :
Houston, TX, USA
Print_ISBN :
0-7803-7891-1
DOI :
10.1109/ISIC.2003.1254689