Araştırma Makalesi

Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus

Cilt: 16 Sayı: Özel Sayı 15 Kasım 2016
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Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus

Öz

Overestimation of energy usage would result wasted capacity and financial loss while underestimation would result devastating power disruptions. The objective is therefore to simultaneously improve the efficiency of energy systems and develop state-of-art techniques which accurately predict future energy demand. This is especially vital for developing regions such as Northern Cyprus. In this study, we provide medium and long term electricity consumption models using varying time-series and associative forecasting techniques. When time series methods are studied, a novel approach of optimizing initial parameters in addition to smoothing parameters is applied. A benchmark study is provided to evaluate the performance of different consumption models in terms of forecast accuracy 

Anahtar Kelimeler

Kaynakça

  1. Altınay, G., Karagöl, E. (2004). Structural Break Unit Root and the Causality between Energy Consumption and GDP in Turkey. Energy Economics, 26, 985–994.
  2. Aras, H., Aras, N. (2004). Forecasting Residential Natural Gas Demand. Energy Sources, 26, 463–472.
  3. Ceylan, H., Öztürk, H. K. (2004). Estimating Energy Demand of Turkey Based on Economic Indicators Using Genetic Algorithm Approach. Energy Conversion and Management, 45, 2525–2537.
  4. Chopra, S., P. Meindl (2012). Supply Chain Management: Strategy, Planning and Operations. New Jersey: Prentice-Hall.
  5. Ediger, V. Ş., Akar, S. (2007). ARIMA Forecasting of Primary Energy Demand by Fuel in Turkey. Energy Policy, 35, 1701-1708.
  6. Ediger, V. Ş., Akar, S., Uğurlu, B. (2006). Forecasting Production of Fossil Fuel Sources in Turkey Using a Comparative Regression and ARIMA Model. Energy Policy, 34, 3836-3846.
  7. Ediger, V. Ş., Tatlıdil, H. (2002). Forecasting the Primary Energy Demand in Turkey and Analysis of Cyclic Patterns. Energy Conversion and Management, 43, 473–487.
  8. Egelioglu, F., Mohamad, A.A., Guven, H. (2001). Economic Variables and Electricity Consumption in Northern Cyprus, Energy, 26,355–362.

Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

Araştırma Makalesi

Yazarlar

Yayımlanma Tarihi

15 Kasım 2016

Gönderilme Tarihi

2 Şubat 2015

Kabul Tarihi

16 Ekim 2015

Yayımlandığı Sayı

Yıl 2016 Cilt: 16 Sayı: Özel Sayı

Kaynak Göster

APA
Merzifonluoğlu, Y. (2016). Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus. Anadolu Üniversitesi Sosyal Bilimler Dergisi, 16(Özel Sayı), 179-190. https://doi.org/10.18037/ausbd.417453
AMA
1.Merzifonluoğlu Y. Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus. AÜSBD. 2016;16(Özel Sayı):179-190. doi:10.18037/ausbd.417453
Chicago
Merzifonluoğlu, Yasemin. 2016. “Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus”. Anadolu Üniversitesi Sosyal Bilimler Dergisi 16 (Özel Sayı): 179-90. https://doi.org/10.18037/ausbd.417453.
EndNote
Merzifonluoğlu Y (01 Kasım 2016) Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus. Anadolu Üniversitesi Sosyal Bilimler Dergisi 16 Özel Sayı 179–190.
IEEE
[1]Y. Merzifonluoğlu, “Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus”, AÜSBD, c. 16, sy Özel Sayı, ss. 179–190, Kas. 2016, doi: 10.18037/ausbd.417453.
ISNAD
Merzifonluoğlu, Yasemin. “Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus”. Anadolu Üniversitesi Sosyal Bilimler Dergisi 16/Özel Sayı (01 Kasım 2016): 179-190. https://doi.org/10.18037/ausbd.417453.
JAMA
1.Merzifonluoğlu Y. Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus. AÜSBD. 2016;16:179–190.
MLA
Merzifonluoğlu, Yasemin. “Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus”. Anadolu Üniversitesi Sosyal Bilimler Dergisi, c. 16, sy Özel Sayı, Kasım 2016, ss. 179-90, doi:10.18037/ausbd.417453.
Vancouver
1.Yasemin Merzifonluoğlu. Medium and Long Term Electricity Consumption Prediction Models for Northern Cyprus. AÜSBD. 01 Kasım 2016;16(Özel Sayı):179-90. doi:10.18037/ausbd.417453