Dynamic economic dispatch for wind-thermal power system using a novel bi-population chaotic differential evolution algorithm

被引:82
作者
Peng, Chunhua [1 ]
Sun, Huijuan [1 ]
Guo, Jianfeng [2 ]
Liu, Gang [1 ]
机构
[1] E China Jiaotong Univ, Dept Elect & Elect Engn, Nanchang 330013, Jiangxi, Peoples R China
[2] Chongqing Elect Power Coll, Dept Elect Engn, Chongqing, Peoples R China
基金
中国国家自然科学基金;
关键词
Wind power; Dynamic economic dispatch; Stochastic optimization; Differential evolution; Bi-population; Chaos; OPTIMIZATION; GENERATION; SPEED; MODEL;
D O I
10.1016/j.ijepes.2012.03.012
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Based on in-depth analysis of the stochastic nature of wind power output, the Weibull distribution parameters of regional wind speed for different time intervals are obtained respectively, and then the probability density functions of wind power output for different time intervals are achieved. These functions can be used to calculate output-overestimate and output-underestimate probabilities in each interval, so possible extra costs for maintaining the power system stability caused by incorporating unstable wind power can be calculated. Taking into account the possible costs, a stochastic optimization model for dynamic economic dispatch of wind-thermal power system is established to minimize the comprehensive operation expected cost. Moreover, a new algorithm, bi-population chaotic differential evolution (BPCDE) algorithm is proposed to solve this complicated model. The algorithm introduces bi-population evolution strategy, chaotic map update mechanism and Metropolis rule to improve the standard differential evolution algorithm. These improvements can overcome the premature problem caused by lacking of the individual diversity in the later stage of differential evolution and strengthen the global search ability of the algorithm. The validity and superiority are demonstrated by simulation results on a power system integrated with large scale wind farms. (c) 2012 Elsevier Ltd. All rights reserved.
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页码:119 / 126
页数:8
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