Vertical Wind Profile Estimation Using Hybrid Convolutional Neural Networks and Bidirectional Long Short-Term Memory

Author:

Al-Shaikhi Ali,Nuha Hilal H.,Lawal Abdulmajid,Rehman Shafiqur,Mohandes MohamedORCID

Funder

KFUPM

Publisher

Springer Science and Business Media LLC

Subject

Multidisciplinary

Reference23 articles.

1. GWEC, “Global Wind Report 2021 - Annual Market Update (GWEC-2021),” 2021. [Online]. Available: https://gwec.net/global-wind-report-2021/

2. Högström, U.; Smedman, A.S.; Bergström, H.: Calculation of wind speed variation with height over the sea. Wind Eng. 30(4), 269–286 (2006)

3. Newman, J.F.; Klein, P.M.: The impacts of atmospheric stability on the accuracy of wind speed extrapolation methods. Resources 3, 81–105 (2014)

4. Banuelos-Ruedas, F.; Angeles-Camacho, C.; Sebastin, R.M.: Methodologies used in the extrapolation of wind speed data at different heights and its impact in the wind energy resource assessment in a region. Wind Farm – Tech. Regul., Potential Estim Siting Assess 97, 114 (2011)

5. Gupta, D.; Kumar, V.; Ayus, I.; Vasudevan, M.; Natarajan, N.: Short-term prediction of wind power density using convolutional LSTM network. FME Trans. 49(3), 653–663 (2021)

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