RETRACTED: Potential of support vector regression for solar radiation prediction in Nigeria (Retracted Article)

被引:36
|
作者
Olatomiwa, Lanre [1 ,2 ]
Mekhilef, Saad [1 ]
Shamshirband, Shahaboddin [3 ]
Petkovic, Dalibor [4 ]
机构
[1] Univ Malaya, Dept Elect Engn, Power Elect & Renewable Energy Res Lab PEARL, Fac Engn, Kuala Lumpur 50603, Malaysia
[2] Fed Univ Technol, Dept Elect & Elect Engn, Minna, Nigeria
[3] Univ Malaya, Fac Comp Sci & Informat Technol, Dept Comp Syst & Technol, Kuala Lumpur 50603, Malaysia
[4] Univ Nis, Dept Mechatron & Control, Fac Mech Engn, Nish 18000, Serbia
关键词
SVR; Solar radiation; Sunshine hour; Soft computing methodologies; Nigeria; MEASURED METEOROLOGICAL DATA; GLOBAL RADIATION; ENERGY-SYSTEMS; STAND-ALONE; MODEL; CLASSIFICATION;
D O I
10.1007/s11069-015-1641-x
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
In this paper, the accuracy of soft computing technique in solar radiation prediction based on series of measured meteorological data (monthly mean sunshine duration, monthly mean maximum and minimum temperature) taking from Iseyin meteorological station in Nigeria was examined. The process, which simulates the solar radiation with support vector regression (SVR), was constructed. The inputs were monthly mean maximum temperature (T (max)), monthly mean minimum temperature (T (min)) and monthly mean sunshine duration (). Polynomial and radial basis functions (RBF) are applied as the SVR kernel function to estimate solar radiation. According to the results, a greater improvement in estimation accuracy can be achieved through the SVR with polynomial basis function compared to RBF. The SVR coefficient of determination R (2) with the polynomial function was 0.7395 and with the radial basis function, the R (2) was 0.5877.
引用
收藏
页码:1055 / 1068
页数:14
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