A genetic algorithm based method for bidding strategy coordination in energy and spinning reserve markets

被引:38
作者
Wen, FS [1 ]
David, AK [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Elect Engn, Kowloon, Hong Kong, Peoples R China
来源
ARTIFICIAL INTELLIGENCE IN ENGINEERING | 2001年 / 15卷 / 01期
关键词
electricity market; bidding strategies; ancillary service; spinning reserve; Monte Carlo method; genetic algorithm;
D O I
10.1016/S0954-1810(01)00002-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
The problem of building optimally coordinated bidding strategies for competitive suppliers in energy and spinning reserve markets is addressed based on the Monte Carlo simulation and a refined genetic algorithm (RGA). It is assumed that each supplier bids a linear energy supply function and a linear spinning reserve supply function into the energy and spinning reserve markets, respectively, and the two markets are dispatched separately to minimize customer payments. Each supplier chooses the coefficients in the linear energy and spinning reserve supply functions to maximize total benefits, subject to expectations about how rival suppliers will bid. A stochastic optimization model is first developed to describe this problem and a Monte Carlo and genetic algorithm based method is then presented to solve it. A numerical example is utilized to illustrate the essential features of the method. (C) 2001 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:71 / 79
页数:9
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