Short-Term Electricity Price Forecast Based on SSA-SVM Model

被引:0
|
作者
Duan, Zhenyu [1 ]
Liu, Tianyu [1 ]
机构
[1] Shanghai DianJi Univ, Sch Elect Engn, Shanghai 201306, Peoples R China
关键词
D O I
10.1007/978-981-16-9735-7_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the electricity market environment, price forecast has the characteristics of periodicity and unpredictability. Based on these characteristics, this paper proposes a sparrow-algorithm-optimized support vector machine (SSA-SVM) model to predict short-term electricity prices. The sparrow algorithm (SSA) has high convergence performance and local search ability, and the parameters of SVM are optimized, the SSA-SVM prediction model is established, and the electricity price data is predicted and analyzed, and then compared with the simulation results of the SSA-SVM model. Finally, the SSA-SVM method has a good effect, error, and convergence speed of the SSA-SVM model are improved.
引用
收藏
页码:79 / 88
页数:10
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