Planning and Operation Assessment of a Microgrid - Softcover

Morad, Mohammed; Hossam E. M. S. Abbas; Ahmed I. A. Galal

Softcover

ISBN 10: 6203582441 ISBN 13: 9786203582444

Verlag: LAP LAMBERT Academic Publishing, 2021

Inhaltsangabe

This book introduces planning and evaluation of grid-connected photovoltaic (PV) systems-based microgrid to supply Assiut University main campus with electricity. The microgrid system requires a planning policy that can anticipate how much electricity will be consumed to meet future power demands. So, the work of this book starts with the electrical energy consumption forecasting. The forecasting process, in this book, adopts two machine learning tools that are Gaussian process (GP) tool and neural networks technique. The forecasting methodology is divided into two sub-models. The first one is a neural network model in the context of nonlinear autoregressive (NAR) model that can predict future values of a set of exogenous variables affecting electrical energy consumption. The second one is a GP model, which can be trained for relating the predicted exogenous variables to the electrical energy consumption in the process of future electrical energy consumption forecasting. In this book, the GP approach has demonstrated reasonable forecasting for one year ahead with a mean absolute percentage error (MAPE) of 4.9 %.

Über diesen Titel

Über die Autorin bzw. den Autor

Mohammed Morad, born in Assuit-Egypt, on November 18, 1990. He received his B.Sc. degree from El-Minia High Institute for Engineering and Technology, Department of Electrical Engineering, El-Minia, Egypt since 2012. Then, he received his M.Sc. and Ph.D. degrees from Electrical Engineering Department, Faculty of Engineering, Minia University, Egypt.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2021
• Sprache: Englisch
• ISBN 10: 6203582441
• ISBN 13: 9786203582444
• Einband: Taschenbuch
• Anzahl der Seiten: 192
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: GPSR Kontakt; info@bod.de; ; Überseering 33; Hamburg; 22297; Deutschland