Application of ARMA-GARCH Models on Solar Radiation for South Southern Region of Nigeria
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T. Bollerslev, Generalized autoregressive conditional heteroscedasticity, Journal of Econometrics 31 (1986), 307 – 327.
G. Box and G. Jenkins, Time Series Analysis: Forecasting and Control, revised edition, San-Francisco: Holden-Day (1976).
A. Chowdhury and A. Biswas, Development of a monthly rainfall using ARIMA techniques in Krishnanagar sub-division, Nadia District, West Bengal, International Journal of Engineering studies & Technical Approach 2 (2) (2016), 12 – 26.
C. Coskun, Z. Oktay and I. Dincer, Estimation of monthly solar radiation distribution for solar energy system analysis, Energy 36 (2) (2011), 1319 – 1323.
C. Craggs, E. Conway and N. Pearsall, Stochastic modelling of solar irradiance on horizontal and vertical plane at northernly location, Renewable Energy 18 (1999), 445 – 463.
R. Engle, Autoregressive conditional estimate of variance of UK inflation, Econometrica 50 (1982), 987 – 1008.
R. Engle and T. Bollerslev, Modeling the persistence of conditional variances, Econometric Review 5 (1986), 1 – 50.
B. Ewing, J. Kruse and M. Thompson, Analysis of time-varying turbulence in geographicallydispersed wind energy markets, Energy Source Part B. Econ. Plan Policy 3 (2008), 340 – 347.
W. Ji and K. Chee, Prediction of hourly solar radiation using a novel hybrid model of ARMA and TDNN, Solar Energy 85 (2011), 808 – 817.
N. Lewis, Cost-effective solar energy use, Science 315 (5813) (2007), 798 – 801.
H. Liu, E. Erdem and J. Shi, Comprehensive evaluation of ARMA-GARCH(-M) appraoches for modelling the mean and volatility of wind speed, Appl. Energy 88 (3) (2011), 724 – 732.
E. McKenzie, General exponential smoothing and the equivalent ARMA process, Journal of Forecasting 3 (1984), 333 – 344.
S. Nwankwo and M. Nnabuchi, Global solar radiation measurement in Abakaliki Ebonyi state Nigeria using locally made pyranometer, International Journal of Energy and Environmental Research 3 (2) (2015), 47 – 54.
A. Offiong, Assessing the economic and environmental prospects of stan-by solar powered systems in Nigeria, J. Applied Sci. & Env. Management 7 (1) (2003), 37 – 42.
C.O. Osueke, P. Uzendu and Ogbonna, The study and evaluation of energy variation in Nigeria, International Journal of Emerging Technology & Advanced Engineering 6 (June 2013), 501 – 508.
Z. Pat and M. Starr, Photovoltaic Power for Europe, Reidel, London (1983).
J. Payne and B. Carroll, Modelling wind speed and time-varying turbulence in geographically dispersed wind energy markets in China, Energy Source Part A Recovery Util. Env. Eff. 31 (19) (2009), 1759 – 1769.
E. Ranganai and M. Nzuza, A Comparative study of the stochastic models and harmonically coupled stochastic models in the analysis and forecasting of solar radiation data, Journal of Energy in Southern Africa 26 (A201) (2015), 125 – 137.
A.M. Razali, T. Gim, A. Zaharim and K. Sopian, Time series analysis of solar radiation data, 4th IASME/WSEAS International Conference on Energy, Environment, Ecosystems and Sustainable Development (EEESD’08), (pp. 144-148), Algave Portugal (2008).
H. Sun, D. Yan, N. Zhao and J. Zhou, Empirical investigation on modelling solar radiation series with ARMA-GARCH models, Energy Conversion and Management 76 (2015), 385 – 395.
C. Tiba and N. Fraidenraich, Analysis of monthly time series of solar radiation and sunshine hours in tropical climates, Renewable Energy 29 (2004), 1147 – 1160.
I. Togrul, Estimation of solar radiation from angstroms coefficients by using geographical and meteorological data in bishkek, Kyrgyzstan. J. Therm Sc. Tech. 29 (2) (2009), 99 – 108.
Viewphoto, Coordinates, longitude and latitude of Port-Harcourt Rivers-State, retrieved from viewphotos.org, http://www.viewphotos.org/nigeria/coordinates-of-port-harcourt-70.html (2017).
C. Voyant, P. Randimbivololona, M. Nivet, C. Paolic and M. Musellic, Twentyfour hours ahead global irradiation forecasting using multilayer perception, Meteorol. Appl. 2013, doi:10.1002/met.1387 (2013).
J. Wu and C. Chan, Prediction of hourly solar radiation with multi-model framework, Energy Conversion Management 76 (2013), 347 – 355.
K. Yang, H. Wu, J. Qin, C. Lin, W. Tan and Y. Chen, Recent climate change over the Tibetan plateau and their impacts on energy and water cycle: a review, Global Planet Change 112 (2014), 79 – 91.
A. Zaharim, A. Razali, T. Gim and K. Sopian, Time series analysis of solar radiation data in the tropics, European Journal of Scientific Research 25 (2009), 672 – 678.
DOI: http://dx.doi.org/10.26713%2Fjims.v9i2.742
eISSN 0975-5748; pISSN 0974-875X
