Next 24-hours load forecasting using artificial neural network (ANN) for the western area of Saudi Arabia
Other Title(s)
التنبؤ بالأحمال على مدى الأربع و العشرين ساعة التالية باستخدام الشبكة العصبية للمنطقة الغربية بالمملكة العربية السعودية
Joint Authors
al-Sharif, Abd al-Aziz Jalal
Muhammad, E. A.
al-Judaibi, E.
Source
Journal of King Abdulaziz University : Engineering Sciences
Issue
Vol. 19, Issue 2 (31 Dec. 2008), pp.25-40, 16 p.
Publisher
King Abdulaziz University Scientific Publishing Center
Publication Date
2008-12-31
Country of Publication
Saudi Arabia
No. of Pages
16
Main Subjects
Abstract EN
Load forecasting has become in recent years one of the major areas of research in electrical engineering.
Most traditional forecasting models and artificial intelligence neural network techniques have been tried out in this task.
Artificial neural networks (ANN) have lately received much attention, and a great number of papers have reported successful experiments and practical tests.
This paper presents the development of an ANN-based short-term load forecasting model with improved generalization technique for the Regional Power Control Center of Saudi Electricity Company, Western Operation Area (SEC-WOA).
The proposed ANN is trained with weather-related data, special events indexes and historical electric load-related data using the data from the calendar years 2003, to 2007 for training.
The models tested for one week at two different seasons, typically, summer and Ramadan seasons, the mean absolute average error for day-ahead load forecasting are found 1.57% and 1.82% respectively.
American Psychological Association (APA)
al-Sharif, Abd al-Aziz Jalal& Muhammad, E. A.& al-Judaibi, E.. 2008. Next 24-hours load forecasting using artificial neural network (ANN) for the western area of Saudi Arabia. Journal of King Abdulaziz University : Engineering Sciences،Vol. 19, no. 2, pp.25-40.
https://search.emarefa.net/detail/BIM-329943
Modern Language Association (MLA)
al-Sharif, Abd al-Aziz Jalal…[et al.]. Next 24-hours load forecasting using artificial neural network (ANN) for the western area of Saudi Arabia. Journal of King Abdulaziz University : Engineering Sciences Vol. 19, no. 2 (2008), pp.25-40.
https://search.emarefa.net/detail/BIM-329943
American Medical Association (AMA)
al-Sharif, Abd al-Aziz Jalal& Muhammad, E. A.& al-Judaibi, E.. Next 24-hours load forecasting using artificial neural network (ANN) for the western area of Saudi Arabia. Journal of King Abdulaziz University : Engineering Sciences. 2008. Vol. 19, no. 2, pp.25-40.
https://search.emarefa.net/detail/BIM-329943
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 38-39
Record ID
BIM-329943