An ant direction hybrid differential evolution algorithm in determining the tilt angle for photovoltaic modules

被引:25
作者
Chang, Ying-Pin [1 ]
机构
[1] Nan Kai Univ Technol, Dept Elect Engn, Tsaotun 542, Nantou, Taiwan
关键词
Ant direction hybrid differential evolution; Orthogonal array; Photovoltaic; Tilt angle;
D O I
10.1016/j.eswa.2010.01.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents an approach which combines the orthogonal array experiment technique and an ant direction hybrid differential evolution algorithm (ADHDEOA) in determining the tilt angle for photovoltaic (PV) modules. In this study, an orthogonal array (OA) is first conducted to obtain the initial solution. Next, an ant direction hybrid differential evolution (ADHDE) is applied to search for a near optimum solution. The purpose of this research is to maximize the output power of the module. The sun's position at any time and location was predicted by the mathematical procedure of Julian dating; then, the solar irradiation was obtained at each site under a clear sky. The searching for global optimal solution is applied to a practical experimental system. The results show that the annual optimal angle for the Taipei area is 23.18 degrees; for Taichung, 22.32 degrees; for Tainan, 21.62 degrees; for Kaosiung, 20.83 degrees; for Hengchung, 20.27 degrees; for Hualian, 22.18 degrees; and for Taitung, 20.89 degrees in seven Taiwanese areas, and the actual best annual tilt angles are close to the computer simulation results. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5415 / 5422
页数:8
相关论文
共 13 条
[1]  
AKHMAD K, 1994, IEEE PHOT SPEC CONF, P730, DOI 10.1109/WCPEC.1994.520062
[2]  
[Anonymous], 2000, SOLAR ELECT
[3]   Calculation of the optimum installation angle for fixed solar-cell panels based on the genetic algorithm and the simulated-annealing method [J].
Chen, YM ;
Lee, CH ;
Wu, HC .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2005, 20 (02) :467-473
[4]   A hybrid method of differential evolution with application to optimal control problems of a bioprocess system [J].
Chiou, JP ;
Wang, FS .
1998 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION - PROCEEDINGS, 1998, :627-632
[5]   Ant direction hybrid differential evolution for solving large capacitor placement problems [J].
Chiou, JP ;
Chang, CF ;
Su, CT .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (04) :1794-1800
[6]  
Dorigo M., 1997, IEEE Transactions on Evolutionary Computation, V1, P53, DOI 10.1109/4235.585892
[7]  
GEORGE L, 1999, EVOLUTION ELECT POWE
[8]   Performance evaluation of photovoltaic modules at different tilt angles and orientations [J].
Hussein, HMS ;
Ahmad, GE ;
El-Ghetany, HH .
ENERGY CONVERSION AND MANAGEMENT, 2004, 45 (15-16) :2441-2452
[9]   Determining optimum tilt angles and orientations of photovoltaic panels in Sanliurfa, Turkey [J].
Kacira, M ;
Simsek, M ;
Babur, Y ;
Demirkol, S .
RENEWABLE ENERGY, 2004, 29 (08) :1265-1275
[10]  
Radhakrishna Rao C., 1947, J. R. Statist Soc., V9, P128