Future estimation for electricity interruption in Dohuk governorate (Kurdistan-Iraq)‎ using SARIMA model

العناوين الأخرى

انقطاعات الكهرباء و التقدير التنبؤي لها في محافظة دهوك كردستان العراق بستخدام نموذج SARIMA

المؤلفون المشاركون

Nasi, Nabil Jurj
Badal, Muhammad Abd al-Majid
Ibrahim, Samahir Tariq

المصدر

ZANCO Journal of Humanity Sciences

العدد

المجلد 23، العدد 1 (28 فبراير/شباط 2019)، ص ص. 201-215، 15ص.

الناشر

جامعة صلاح الدين قسم النشر العلمي

تاريخ النشر

2019-02-28

دولة النشر

العراق

عدد الصفحات

15

التخصصات الرئيسية

الاقتصاد و التجارة

الموضوعات

الملخص EN

Seasonality, in time series, refers to a regular pattern of changes that repeat for S time period, where S defines the numbers of timer periods until the pattern repeats again.

Seasonality, of course, usually causes the time series to be non stationary [4], seasonal differencing is defined as a difference between a value and a value with lag that is a multiple of S.

In this paper, we will discuss the daily average of hours of electricity interruption per month which represents the gap between the amount of energy available and energy required for consumption.

We took the data of Dohuk governorate (within Kurdistan region of Iraq) for the period from Jan.

2010 to Dec.

2016.

Since this series have seasonal affects, we used SARIMA model with S = 12 and the seasonal and non-seasonal differences are 0 or 1, to choose the appropriate model, that gives least value of BIC, RMSE, MAE, MAPE and largest value of R2 to forecast the periods of daily interruption for the next months.

We concluded that the best model is SARIMA(1,1,1)(0,1,0)12, and the expected values of the daily average of hours of electricity interruption per month in Dohuk Governorate are increasing and it is expected that the entirely lack of electricity supply during the month of December 2018 if the time series continues this pattern.

Key words: Time series, SARIMA model, BIC, RMSE, MAE, MAPE, R2, ACF, PACF, Box-Ljung statistics, electricity interruption

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Nasi, Nabil Jurj& Badal, Muhammad Abd al-Majid& Ibrahim, Samahir Tariq. 2019. Future estimation for electricity interruption in Dohuk governorate (Kurdistan-Iraq) using SARIMA model. ZANCO Journal of Humanity Sciences،Vol. 23, no. 1, pp.201-215.
https://search.emarefa.net/detail/BIM-895574

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Nasi, Nabil Jurj…[et al.]. Future estimation for electricity interruption in Dohuk governorate (Kurdistan-Iraq) using SARIMA model. ZANCO Journal of Humanity Sciences Vol. 23, no. 1 (2019), pp.201-215.
https://search.emarefa.net/detail/BIM-895574

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Nasi, Nabil Jurj& Badal, Muhammad Abd al-Majid& Ibrahim, Samahir Tariq. Future estimation for electricity interruption in Dohuk governorate (Kurdistan-Iraq) using SARIMA model. ZANCO Journal of Humanity Sciences. 2019. Vol. 23, no. 1, pp.201-215.
https://search.emarefa.net/detail/BIM-895574

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references : p. 214-215

رقم السجل

BIM-895574