Seasonal Regression Models for Electricity Consumption Characteristics Analysis

Abstract

This paper presents seasonal regression models of demand to investigate electricity consumption characteristics. Electricity consumption in commercial areas in Japan is analyzed by using meteorological variables, namely temperature and relative humidity. A dummy variable for holidays is also considered. We have developed models for two levels of period to analyze demand characteristics, that is, half year models and seasonal models. Some options for each model are calculated and validated by statistical tests to obtain better models. As results, half year and seasonal models present explicit information about how the variables affect the demand differently for each period. These specific information help in analyzing characteristics of studied commercial demand.

 

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Y. Akil and H. Miyauchi, "Seasonal Regression Models for Electricity Consumption Characteristics Analysis," Engineering, Vol. 5 No. 1B, 2013, pp. 108-114. doi: 10.4236/eng.2013.51B020.

Conflicts of Interest

The authors declare no conflicts of interest.

References

[1] A. Pardo, V. Meneu and E. Valor, “Temperature and Seasonality Influences on Spanish Electricity Load,” Energy Economics, Vol. 24, 2002, pp. 55-70. doi: 10.1016/S0140-9883(01)00082-2
[2] J. C. Lam, “Cli-matic and Economic Influences on Residential Electricity Consumption,” Energy Convers. Mgmt, Vol. 39, No. 7, 1998, pp. 623-629. doi: 10.1016/S0196-8904(97)10008-5
[3] K. Wangpattarapong, S. Maneewan, N. Ketjoy and W. Rakwichian, “The Impacts of Climatic and Economic Factors on Residential Electricity Consumption of Bangkok Metropolis,” Energy and Buildings, Vol. 40, 2008, pp. 1419-1425. doi: 10.1016/j.enbuild.2008.01.006
[4] S. Mirasgedis, Y. Sarafidis, E. Georgopoulou, D. P. Lalas, M. Moschovits, F. Karagiannis and D. Papakonstantinou, “Models for Mid-Term Electricity Demand Forecasting Incorporating Weather Influences,” Energy, Vol. 31, 2006, pp. 208-227. doi: 10.1016/j.energy.2005.02.016
[5] Japan Meteorologi-cal Agency (JMA). http://www.jma.go.jp/jma/indexe.html
[6] B. E. Psi-loglou, C. Giannakopoulos, S. Majithia and M. Petrakis, “Factors Affecting Electricity Demand in Athens, Greece and London, UK: A Comparative Assessment,” Energy, Vol. 34, 2009, pp. 1855-1863. doi: 10.1016/j.energy.2009.07.033
[7] R. Startz, “EViews Illustrated for Version 6,” 1st Edition, Quantitative Micro Software, LLC, 2007.
[8] EViews. http://www.eviews.com
[9] D. J. Sailor and J. R. Mu?oz, “Sensitivity of Electricity and Natural Gas Con-sumption to Climate in the U.S.A.–Methodology and Results for Eight States,” Energy, Vol. 22, No. 10, 1997, pp. 987-998. doi: 10.1016/S0360-5442(97)00034-0

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