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Neural Network Load Forecasting with Weather Ensemble Predictions

Abstract:

In recent years, a large amount of literature has evolved on the use of artificial neural networks (ANNs) for electric load forecasting. ANNs are particularly appealing because of their ability to model an unspecified nonlinear relationship between load and weather variables. Weather forecasts are a key input when the ANN is used for forecasting. This paper investigates the use of weather ensemble predictions in the application of ANNs to load forecasting for lead times from one to ten days a...

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Publication date:
2002-08-05
URN:
uuid:77031d96-7d0b-4da3-b746-ee58cb26e02d
Local pid:
oai:eureka.sbs.ox.ac.uk:1727

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