Boosted neural networks for improved short-term electric load forecasting

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• 作者：A.S. Khwaja ; ^{kashaharyar@gmail.com} ; X. Zhang ; A. Anpalagan ; B. Venkatesh
• 关键词：Short-term electric load forecasting ; Artificial neural networks ; Ensemble neural networks ; Boosting
• 刊名：Electric Power Systems Research
• 出版年：2017
• 出版时间：February 2017
• 年：2017
• 卷：143
• 期：Complete
• 页码：431-437
• 全文大小：1302 K
• 卷排序：143

文摘

Boosted neural networks (BNNs) lower load forecasting error and its variation. The BNNs consist of iteratively training different neural network models. The BNNs need lower computation time compared to bagged neural networks. Data from the New England Pool region show the improvement offered by the BNNs.