The Daily and Hourly Energy Consumption and Load Forecasting Using Artificial Neural Network Method: A Case Study Using a Set of 93 Households in Portugal
Tóm tắt
Từ khóa
Tài liệu tham khảo
Hippert, 2001, Neural networks for short-term load forecasting: a review and evaluation, IEEE Transactions on Power Systems, 16, 44, 10.1109/59.910780
Carpinteiro, 2004, A hierarchical neural model in short-term load forecasting, Applied Soft Computing, 4, 405, 10.1016/j.asoc.2004.02.005
Gross, 1987, Short-term load forecasting, Proceedings of the IEEE, 75, 1558, 10.1109/PROC.1987.13927
Taylor, 2012, Short-Term Load Forecasting with Exponentially Weighted Methods, IEEE Transactions on Power Systems, Volume 27, 458, 10.1109/TPWRS.2011.2161780
Feinberg, 2005
AlFuhaid, 1997, Cascaded artificial neural networks for short-term load forecasting, IEEE Transactions on Power Systems, 12, 1524, 10.1109/59.627852
Aydinalp, 2002, Modeling of the appliance, lighting, and space cooling energy consumptions in the residential sector using neural networks, Applied Energy, 72, 87, 10.1016/S0306-2619(01)00049-6
Beccali, 2004, Forecasting daily urban electric load profiles using artificial neural networks, Energy Conversion and Management, vol. 45, 2879, 10.1016/j.enconman.2004.01.006
Beccali, 2008, Short-term prediction of household electricity consumption: Assessing weather sensitivity in a Mediterranean area, Renewable and Sustainable Energy Reviews, vol. 12, 2040, 10.1016/j.rser.2007.04.010
Tso, 2005, Predicting electricity energy consumption: A comparison of regression analysis, decision tree and neural networks, Energy, 28, 1761
Aydinalp, 2008, Comparison of neural network, conditional demand analysis, and engineering approaches for modeling end-use energy consumption in the residential sector, Applied Energy;, 85, 271, 10.1016/j.apenergy.2006.09.012
Khotanzad, 1997, ANNSTLF – A Neural-Network-Based Electric Load Forecasting System, IEEE Transactions on Neural Networks, 8, 835, 10.1109/72.595881
Kalogirou, 1999, Applications of artificial neural networks in energy systems: A review, Ennergy Conversion and Management, 40, 1073, 10.1016/S0196-8904(99)00012-6
Kalogirou, 2000, Applications of artificial neural-networks for energy systems, Applied Energy, 67, 17, 10.1016/S0306-2619(00)00005-2
Kalogirou, 2001, Artificial neural networks energy systems applications, Renewable and Sustainable Energy Reviews, 5, 373, 10.1016/S1364-0321(01)00006-5
SIETSMA, 1988, Neural Net Pruning: Why and How, Vol. 1, 325
Saini, 2002, Artificial neural network based peak load forecasting using Levenberg-Marquardt and quasi-Newton methods, IEE Proceedings General Transmission Distribution, 149, 578, 10.1049/ip-gtd:20020462
Sarle, 2014, Stopped training and other remedies for overfitting
Bakirtzis, 1996, A neural network short term load forecasting model for the Greek power system, IEEE Transactions on Power Systems, 11, 858, 10.1109/59.496166
William Holderbaum, 1999
William Soares, 2006
Ricardo S. Zebulum, 2013, Short-term load forecasting using neural nets, Vol 930, 1001
Afkhami, 2006, Application of neural networks for short-term load forecasting, Power India Conference, 2006 IEEE, 10.1109/POWERI.2006.1632536
Yu-Jun He, 2005, Similar day selecting based neural network model and its application in short-term load forecasting, Proceedings of International Conference on Machine Learning and Cybernetics, 8, 4760
Ramezani, 2005, Short-Term Electric Load Forecasting Using Neural Networks, 1525
Barghinia, 2001, Short term load forecasting of Iran national power system using artificial neural network, Power Tech Proceedings, 2001 IEEE Porto; Volume 3; 10–13 September, 10.1109/PTC.2001.964937