A comprehensive study and performance analysis of deep neural network-based approaches in wind time-series forecasting

Author:

Rahman Md. MijanurORCID,Shakeri Mohammad,Khatun Fatema,Tiong Sieh Kiong,Alkahtani Ammar Ahmed,Samsudin Nurul Asma,Amin Nowshad,Pasupuleti Jagadeesh,Hasan Mohammad Kamrul

Funder

LRGS grant

Publisher

Springer Science and Business Media LLC

Subject

Renewable Energy, Sustainability and the Environment,Artificial Intelligence,Computer Science Applications,Computer Networks and Communications

Reference97 articles.

1. Shoaib M, Siddiqui I, Rehman S, Khan S, Alhems LM (2019) Assessment of wind energy potential using wind energy conversion system. J Clean Prod 216:346–360

2. CBS, PBL, RIVM, and WUR (2020) Renewable energy use, 1990-2019 (indicator 0385, version 36, 8 september 2020), www.environmentaldata.nl. Statistics Netherlands (CBS), The Hague; PBL Netherlands Environmental Assessment Agency, The Hague; RIVM National Institute for Public Health and the Environment, Bilthoven; and Wageningen University and Research, Wageningen. Accessed 5 Dec 2020

3. Sönnichsen, N (2020) Installed wind power capacity—worldwide 2001–2019, Statista: Energy & Environment. https://www.statista.com/statistics/268363/installed-wind-power-capacity-worldwide/. Accessed 5 Dec 2020

4. Sonnichsen N (2020) Global cumulative installed capacity of wind power by country 2019, Statista: Energy & Environment. https://www.statista.com/statistics/217522/cumulative-installed-capacity-of-wind-power-worldwide/. Accessed 5 Dec 2020

5. Wan C, Lin J, Wang J, Song Y, Dong ZY (2016) Direct quantile regression for nonparametric probabilistic forecasting of wind power generation. IEEE Trans Power Syst 32(4):2767–2778

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