About: FUZZY-NEURAL NETWORK BASED SHORT-TERM SEASONAL AND AVERAGE LOAD FORECASTING

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Description	A hybrid approach utilizing a fuzzy system and artificial neural network for short-term average and seasonal load prediction is proposed for the Czech Electric Power Utility (ČEZ), Czech Republic in this paper. The FNN is trained on real data and evaluated for forecasting seasonal and average load profiles based on forecast weather data. The fuzzy membership values of the load and weather variables are the inputs to the hybrid fuzzy-neural network (FNN) and the output is the predicted load. The performaance of this network has been compared with ANN technique in order to demonstrate the superiority of this approach. A hybrid approach utilizing a fuzzy system and artificial neural network for short-term average and seasonal load prediction is proposed for the Czech Electric Power Utility (ČEZ), Czech Republic in this paper. The FNN is trained on real data and evaluated for forecasting seasonal and average load profiles based on forecast weather data. The fuzzy membership values of the load and weather variables are the inputs to the hybrid fuzzy-neural network (FNN) and the output is the predicted load. The performaance of this network has been compared with ANN technique in order to demonstrate the superiority of this approach. (en)
Title	FUZZY-NEURAL NETWORK BASED SHORT-TERM SEASONAL AND AVERAGE LOAD FORECASTING FUZZY-NEURAL NETWORK BASED SHORT-TERM SEASONAL AND AVERAGE LOAD FORECASTING (en)
skos:prefLabel	FUZZY-NEURAL NETWORK BASED SHORT-TERM SEASONAL AND AVERAGE LOAD FORECASTING FUZZY-NEURAL NETWORK BASED SHORT-TERM SEASONAL AND AVERAGE LOAD FORECASTING (en)
skos:notation	RIV/00216305:26210/01:PU24471!RIV/2002/MSM/262102/N
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http://linked.open...vai/riv/dodaniDat	2002
http://linked.open...aciTvurceVysledku	Žák, Libor Ondrůšek, Čestmír
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http://linked.open...titaPredkladatele	Vysoké učení technické v Brně / Fakulta strojního inženýrství
http://linked.open...dnocenehoVysledku	680911
http://linked.open...ai/riv/idVysledku	RIV/00216305:26210/01:PU24471
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Hybrid fuzzy-neural network (FNN), Short-term average and seasonal load forecasting, artificial neural networks (ANN). (en)
http://linked.open.../riv/klicoveSlovo	Hybrid fuzzy-neural network (FNN) Short-term average and seasonal load forecasting artificial neural networks (ANN).
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http://linked.open...i/riv/nazevZdroje	4th International Conference on Prediction and Nonlinear Dynamics, Nostradamus Prediction Conference
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