Modeling and Optimal Sizing of a Standalone Photovoltaic System: An Application of Random Forests Technique and Numerical Algorithm - Softcover

Ibrahim, Ibrahim Anwar; Mohamed, Azah

 
9786137429631: Modeling and Optimal Sizing of a Standalone Photovoltaic System: An Application of Random Forests Technique and Numerical Algorithm
Softcover
ISBN 10: 6137429636 ISBN 13: 9786137429631
Publisher: LAP LAMBERT Academic Publishing, 2018

Synopsis

This book presents the development of new techniques for modeling and determining the optimal sizing of the standalone PV system. The research is implemented in two phases in which in the first phase, a novel approach is proposed for predicting the PV array performance using the Random Forests (RFs) technique. The developed RFs model predicts the output current of the PV array based on four inputs meteorological variables, namely, solar energy, ambient temperature, day number and daily hours. In the second phase, an improved numerical algorithm is developed for optimizing the energy sources in the standalone PV system. An optimization problem is formulated to minimize the total life cycle cost of the standalone PV system subject to specific availability level. Then an iterative numerical algorithm is used to generate different system configurations with different prices and availability levels based on the input meteorological and load demand data. The concept of loss of load probability (LLP) is employed to evaluate the availability of each generated configuration and then only configurations with the desired availability are nominated.

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Publisher
LAP LAMBERT Academic Publishing
Publication date
2018
Language
English
ISBN 10 
6137429636
ISBN 13 
9786137429631
Binding
Paperback
Number of pages
168