Accumulative effect of discomfort index for fuzzy short-term load forecasting

被引:0
|
作者
Mori, H [1 ]
Sone, Y
Moridera, D
Kondo, T
机构
[1] Meiji Univ, Dept Elect & Elect Engn, Tama Ku, Kawasaki, Kanagawa 2148571, Japan
[2] Chubu Elect Power Co Inc, Cent Load Dispatching Ctr, Higashi Ku, Nagoya, Aichi 4618680, Japan
关键词
simplified fuzzy inference; load forecasting; discomfort index; meta-heuristics; tabu search;
D O I
暂无
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 proposes a simplified fuzzy inference model for short-term load forecasting in power systems. The simplified fuzzy model is tuned up with tabu search and supervised learning. The proposed method uses tabu search for optimizing the location and number of the fuzzy membership functions. Tabu search is one of meta-heuristic methods that give better solution in a sense of global optimization. Supervised learning is introduced to give better fuzzy inference results. In the proposed model, selection of an input variable is addressed to give an insight into the accumulative effect of the discomfort index with delay. The proposed model is applied to real data and the effectiveness is demonstrated.
引用
收藏
页码:107 / 113
页数:7
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