Agent-based approach to handle business complexity in US wholesale power trading

被引:33
|
作者
Sueyoshi, Toshiyuki [1 ]
Tadiparthi, Gopalakrishna Reddy
机构
[1] New Mexico Inst Min & Technol, Dept Management, Socorro, NM 87801 USA
[2] Natl Cheng Kung Univ, Dept Ind & Informat Management, Tainan 70101, Taiwan
[3] New Mexico Inst Min & Technol, Dept Comp Sci, Socorro, NM 87801 USA
关键词
agent-based approach; machine learning; numerical analysis; power trading;
D O I
10.1109/TPWRS.2007.894856
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
This study documents the practicality of an agent-based approach by examining how two groups of agents handle business complexity related to power trading. Three important findings are identified in this research. First, the proposed approach can estimate fluctuations of electricity prices as well as other well-known methods such as neural networks and genetic algorithms. Second, multiple learning capabilities incorporated in adaptive agents do not have an advantage over limited learning capabilities in predicting the market price of electricity. Finally, a theoretical extension of multiple learning capabilities may have potential for developing the agent-based approach for power trading.
引用
收藏
页码:532 / 543
页数:12
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