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Conference paper

A Weighted RMSD Control Model for Holt-Winters Forecasting of Output Power of a Grid Connected Solar Photovoltaic System

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1Department of Electromechanical Engineering, Faculty of Science and Technology, University of Macau, Taipa, Macau, China

Published
26 August 2013
Pages
680-687
Received
26 August 2013
DOI
10.65582/set.2013.075
Access
Open access, © 2013 Copyright WSSET
Download PDF8 pages · 348 KB

Abstract

A novel weighted Root Mean Square Deviation (RMSD) control model based on the equally weighted sum of errors of the maximum, mean, and minimum values in each forecasting time period has been developed and applied with Holt-Winters forecasting method to do days or weekly ahead forecasting of daily averaged solar irradiance, output power, and energy efficiency for grid connected solar photovoltaic (PV) systems. The forecasting results based on the present model are compared favorably with the measured data of a grid connected solar PV system in Macau for solar irradiance, output power, and the system energy efficiency. Comparisons of the predicted results based on the present weighted RMSD control model to those from previous absolute error and relative error control models show that present weighted RMSD control model has better stability and higher accuracy.

Keywords. Grid Connected; Holt-Winters forecasting; RMSD; Solar Photovoltaic System

© 2013 Copyright WSSET

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