A new hybrid support vector machine–wavelet transform approach for estimation of horizontal global solar radiation

作者: Kasra Mohammadi , Shahaboddin Shamshirband , Chong Wen Tong , Muhammad Arif , Dalibor Petković

DOI: 10.1016/J.ENCONMAN.2014.12.050

关键词: Support vector machineMathematicsSunshine durationMean absolute percentage errorRange (statistics)Mean squared errorStatisticsCoefficient of determinationWavelet transformRelative humidityFuel TechnologyRenewable Energy, Sustainability and the EnvironmentEnergy Engineering and Power TechnologyNuclear Energy and Engineering

摘要: … the classical ELM and the Support Vector Regression algorithm. Wu et al. [… machine learning methodologies. The mentioned technique proved advantages over other machine learning …

参考文章(75)
A. Angstroem, Solar and terrestrial radiation Q. J. R. Meteorol. Soc.; (United States). ,vol. 50, ,(1924)
SEONG-WHAN LEE, ALESSANDRO VERRI, Editorial: Support Vector Machines for Computer Vision and Pattern Recognition. International Journal of Pattern Recognition and Artificial Intelligence. ,vol. 17, pp. 331- 332 ,(2003) , 10.1142/S0218001403002393
Ivan W. Selesnick, Jan E. Odegard, C. S. Burrus, Haitao Guo, Ramesh A. Gopinath, Introduction to Wavelets and Wavelet Transforms: A Primer ,(1997)
Ronan Collobert, Samy Bengio, Support Vector Machines for Large-Scale Regression Problems IDIAP. ,(2000)
Jing Huang, Małgorzata Korolkiewicz, Manju Agrawal, John Boland, Forecasting solar radiation on an hourly time scale using a Coupled AutoRegressive and Dynamical System (CARDS) model Solar Energy. ,vol. 87, pp. 136- 149 ,(2013) , 10.1016/J.SOLENER.2012.10.012
Z.A. Al-Mostafa, A.H. Maghrabi, S.M. Al-Shehri, Sunshine-based global radiation models: A review and case study Energy Conversion and Management. ,vol. 84, pp. 209- 216 ,(2014) , 10.1016/J.ENCONMAN.2014.04.021
A.A. El-Sebaii, F.S. Al-Hazmi, A.A. Al-Ghamdi, S.J. Yaghmour, Global, direct and diffuse solar radiation on horizontal and tilted surfaces in Jeddah, Saudi Arabia Applied Energy. ,vol. 87, pp. 568- 576 ,(2010) , 10.1016/J.APENERGY.2009.06.032
Hacer Duzen, Harun Aydin, Sunshine-based estimation of global solar radiation on horizontal surface at Lake Van region (Turkey) Energy Conversion and Management. ,vol. 58, pp. 35- 46 ,(2012) , 10.1016/J.ENCONMAN.2011.11.028