A Multi-step ahead photovoltaic power forecasting model based on TimeGAN, Soft DTW-based K-medoids clustering, and a CNN-GRU hybrid neural network
Author:
Funder
National Natural Science Foundation of China
Natural Science Foundation of Xinjiang
Publisher
Elsevier BV
Subject
General Energy
Reference58 articles.
1. Review on forecasting of photovoltaic power generation based on machine learning and metaheuristic techniques;Akhter;IET Renew. Power Gener.,2019
2. Hybrid CNN-LSTM model for short-term individual household load forecasting;Alhussein;IEEE Access,2020
3. Evaluating neural network and linear regression photovoltaic power forecasting models based on different input methods;AlShafeey;Energy Rep.,2021
4. Data augmentation generative adversarial networks;Antoniou,2017
5. Comparative analysis of multivariable deep learning models for forecasting in smart grids;Avalos,2020
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