Monthly peak-load demand forecasting for Sulaimani governorate using different weather conditions based on ANN model

Other Title(s)

تنبؤات شهرية بالطلب لحمل الذروة لمحافظة السليمانية باستخدام ظروف الطقس المختلفة بناء على نموذج شبكة أعصاب صناعية (ANN)‎

Joint Authors

Husayn, Wardah Ali
Minah, Luqman Mahmud

Source

Sulaimani Journal of Engineering Sciences

Issue

Vol. 7, Issue 1 (30 Apr. 2020), pp.11-22, 12 p.

Publisher

University of Sulaimani Collage of Engineering

Publication Date

2020-04-30

Country of Publication

Iraq

No. of Pages

12

Main Subjects

Electronic engineering

Abstract EN

Mid-term forecasting of load demand is necessary for the correct operation of electric utilities.

There is an on-going attention toward putting new approaches to the task.

Recently, Artificial Neural Network has played a successful role in various applications.

This paper is presents a monthly peak-load demand forecasting for Sulaimani (located in northern Iraq) using the most widely used traditional method based on an artificial natural network, the performance of the model is tested on the actual historical monthly demand of the Governorate for the years 2013 to 2017.

The standard mean olute percentage error method is used to evaluate the accuracy of forecasting models, the results obtained shows a very good estimation of the load.

The mean olute percentage error MAPE is 0.056.

American Psychological Association (APA)

Husayn, Wardah Ali& Tahir, Muhammad Abd Allah Husayn& Minah, Luqman Mahmud. 2020. Monthly peak-load demand forecasting for Sulaimani governorate using different weather conditions based on ANN model. Sulaimani Journal of Engineering Sciences،Vol. 7, no. 1, pp.11-22.
https://search.emarefa.net/detail/BIM-1262516

Modern Language Association (MLA)

Tahir, Muhammad Abd Allah Husayn…[et al.]. Monthly peak-load demand forecasting for Sulaimani governorate using different weather conditions based on ANN model. Sulaimani Journal of Engineering Sciences Vol. 7, no. 1 (Apr. 2020), pp.11-22.
https://search.emarefa.net/detail/BIM-1262516

American Medical Association (AMA)

Husayn, Wardah Ali& Tahir, Muhammad Abd Allah Husayn& Minah, Luqman Mahmud. Monthly peak-load demand forecasting for Sulaimani governorate using different weather conditions based on ANN model. Sulaimani Journal of Engineering Sciences. 2020. Vol. 7, no. 1, pp.11-22.
https://search.emarefa.net/detail/BIM-1262516

Data Type

Journal Articles

Language

English

Notes

-

Record ID

BIM-1262516