The Improved Load Forecasting Model of BP Neural Network

被引:0
|
作者
Li, Yanmei [1 ]
机构
[1] N China Elect Power Univ, Sch Business & Adm, Baoding 071003, Hebei, Peoples R China
关键词
BP Neural Network; Load Forecasting Model; Rough sets; Attribution Reduction;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The traditional BP Neural Network forecasting model influenced clearly by the complexity of network frame and sample, which lead to the over-learning or low-extensive ability. The paper puts forward a new model to improve the BP Neural Network load forecasting model, which use attribution reduction algorithm of rough sets to reduce the various historical data related to the load and eliminate the property not related to the decision-making information. It was tested that this method reduces the input variables of the BP Neural Network, so shortens the training time of the BP. Neural Network load forecasting model. At last the forecasting capability is improved.
引用
收藏
页码:628 / 633
页数:6
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