Please suggest me a good base paper for forecasting renewable energy. I am interested in doing research on applying deep learning neural network model for forecasting.
Thank you
Dear Karthikeyan Krishnamoorthy
Look at my research on my researchgate page, I'm willing to send you any of them if you need it.
Best regards
Omar
Hi Karthikeyan,
There are several papers may be useful for you:
1. Wang, H.; Lei, Z.; Zhang, X.; Zhou, B.; Peng, J., A review of deep learning for renewable energy forecasting. Energy Conversion and Management 2019, 198, 111799.
2. Inman, R. H.; Pedro, H. T. C.; Coimbra, C. F. M., Solar forecasting methods for renewable energy integration. Progress in Energy and Combustion Science 2013, 39 (6), 535-576.
3. Vargas, S. A.; Esteves, G. R. T.; Maçaira, P. M.; Bastos, B. Q.; Cyrino Oliveira, F. L.; Souza, R. C., Wind power generation: A review and a research agenda. Journal of Cleaner Production 2019, 218, 850-870.
Leiping Duan Thank you for the suggestions. First one I already read, now I will study other two.
Dear Karthikeyan,
In addition to the papers suggested by Leiping Duan, there are few other works which may be insightful for you:
1. Catalão JP, Pousinho HM, Mendes VM. An artificial neural network approach for short-term wind power forecasting in Portugal. In2009 15th International Conference on Intelligent System Applications to Power Systems 2009 Nov 8 (pp. 1-5). IEEE.
2. Gensler A, Henze J, Sick B, Raabe N. Deep Learning for solar power forecasting—An approach using AutoEncoder and LSTM Neural Networks. In2016 IEEE international conference on systems, man, and cybernetics (SMC) 2016 Oct 9 (pp. 002858-002865). IEEE.
3. Wang HZ, Li GQ, Wang GB, Peng JC, Jiang H, Liu YT. Deep learning based ensemble approach for probabilistic wind power forecasting. Applied energy. 2017 Feb 15;188:56-70.
4. Voyant C, Notton G, Kalogirou S, Nivet ML, Paoli C, Motte F, Fouilloy A. Machine learning methods for solar radiation forecasting: A review. Renewable Energy. 2017 May 1;105:569-82.
Dear Karthikeyan Krishnamoorthy
Look at my research on my researchgate page, I'm willing to send you any of them if you need it.
Best regards
Omar
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