DocumentCode :
2672476
Title :
HDP based optimal control of a grid independent PV system
Author :
Welch, Richard L. ; Venayagamoorthy, Ganesh Kumar
Author_Institution :
Dept. of Electr. & Comput. Eng., Missouri-Rolla Univ., Rolla, MO
fYear :
0
fDate :
0-0 0
Abstract :
This paper presents an adaptive optimal control scheme for a grid independent photovoltaic (PV) system consisting of a PV collector array, a storage battery, and loads (critical and non-critical loads). The optimal control algorithm is based on the model-free heuristic dynamic programming (HDP), an adaptive critic design (ACD) technique which optimizes the control performance based on a utility function. The HDP critic network is used in a PV system simulation study to train a neurocontroller to provide optimal control for varying PV system output energy and load demands. The emphasis of the optimal controller is primarily to supply the critical base load demand at all times. Simulation results are presented to compare the performance of the proposed optimal scheme with the conventional priority control scheme. Results show that HDP based control scheme performs better than a conventional priority control scheme
Keywords :
adaptive control; dynamic programming; heuristic programming; neurocontrollers; optimal control; photovoltaic power systems; power generation control; power grids; solar cell arrays; PV collector array; adaptive critic design technique; adaptive optimal control scheme; grid independent photovoltaic system; load demands; model-free heuristic dynamic programming; neurocontroller; storage battery; Adaptive arrays; Adaptive control; Algorithm design and analysis; Batteries; Design optimization; Dynamic programming; Optimal control; Photovoltaic systems; Programmable control; Solar power generation; Adaptive Critic Designs; Battery Storage; Energy Management; Neural Networks; Optimal Control; Photovoltaic System;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power Engineering Society General Meeting, 2006. IEEE
Conference_Location :
Montreal, Que.
Print_ISBN :
1-4244-0493-2
Type :
conf
DOI :
10.1109/PES.2006.1708905
Filename :
1708905
Link To Document :
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