Experience with FNN models for medium term power demand predictions

被引：42

作者：

Doveh, E ^{[1
]}

Feigin, P ^{[1
]}

Greig, D ^{[1
]}

Hyams, L ^{[1
]}

机构：

[1] Technion Israel Inst Technol, Stat Lab, Fac Ind Engn & Management, IL-32000 Haifa, Israel

来源：

IEEE TRANSACTIONS ON POWER SYSTEMS | 1999年 / 14卷 / 02期

关键词：

feedforward neural networks; medium term load forecasting; regularization; early stopping; time series prediction;

D O I：

10.1109/59.761878

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：

We relate experience of predicting medium term load demand for the Israeli power grid using neural network models. A variety of different regularization procedures are used for training and the results are compared. Furthermore we make suggestions on combining models and selecting input variables.

引用

页码：538 / 546

页数：9

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