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Comparison of Two Optimal Control Strategies for a Grid Independent Photovoltaic System

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2 Author(s)
Richard L. Welch ; Student Member, IEEE, Real-Time Power and Intelligent Systems Laboratory, Department of Electrical and Computer Engineering, University of Missouri-Rolla, Rolla, MO 65409, USA. ; Ganesh K. Venayagamoorthy

This paper presents two optimal control strategies for a grid independent photovoltaic system consisting of a PV collector array, a storage battery, and loads (critical and non-critical loads). The first strategy is based on action dependent heuristic dynamic programming (ADHDP), a model-free adaptive critic design (ACD) technique which optimizes the control performance based on a utility function. ADHDP critic network is used in a PV system simulation study to train an action neural network (optimal neurocontroller) to provide optimal control for varying PV system output energy and loadings. The second optimal control strategy is based on a fuzzy logic controller with its membership functions optimized using the particle swarm optimization. The emphasis of the optimal controllers is primarily to supply the critical base load at all times, thus requiring sufficient stored energy during times of less or no solar insulation. Simulation results are presented to compare the performance of the proposed optimal controllers with the conventional priority control scheme. Results show that the ADHDP based controller performs better than the optimized fuzzy controller, and the optimized fuzzy controller performs better than the standard PV-priority controller

Published in:

Conference Record of the 2006 IEEE Industry Applications Conference Forty-First IAS Annual Meeting  (Volume:3 )

Date of Conference:

8-12 Oct. 2006