Cited by Day-Ahead Solar Irradiance Prediction based on Multi-Feature Perspective Clustering

Short-Term Photovoltaic Power Prediction Based on Multi-Stage Temporal Feature Learning DOI

Qiang Wang, Hao Cheng,

Wenrui Zhang

et al.

Energy Engineering, Journal Year: 2025, Volume and Issue: 0(0), P. 1 - 10

Published: Jan. 1, 2025

Harnessing solar power is essential for addressing the dual challenges of global warming and depletion traditional energy sources.However, fluctuations intermittency photovoltaic (PV) pose its extensive incorporation into grids.Thus, enhancing precision PV prediction particularly important.Although existing studies have made progress in short-term prediction, issues persist, underutilization temporal features neglect correlations between satellite cloud images data.These factors hinder improvements performance.To overcome these challenges, this paper proposes a novel method based on multi-stage feature learning.First, improved LSTM SA-ConvLSTM are employed to extract spatial-temporal images, respectively.Subsequently, hybrid attention mechanism proposed identify interplay two modalities, capacity focus most relevant features.Finally, Transformer model applied further capture patterns long-term dependencies within multi-modal information.The also compares with various competitive methods.The experimental results demonstrate that outperforms methods terms accuracy reliability prediction.

Language: Английский

Citations

Hybrid point-interval prediction method for stochastic dynamic response of subsea umbilical cable based on BO-BiLSTM and adaptive bandwidth KDE DOI

Qi Su, Hailong Lu, Xu Yin

et al.

Ocean Engineering, Journal Year: 2025, Volume and Issue: 320, P. 120317 - 120317

Published: Jan. 10, 2025

Language: Английский

Citations

A short-term PV power forecasting method based on weather type credibility prediction and multi-model dynamic combination DOI

Haonan Dai,

Zhao Zhen, Fei Wang

et al.

Energy Conversion and Management, Journal Year: 2025, Volume and Issue: 326, P. 119501 - 119501

Published: Jan. 22, 2025

Language: Английский

Citations

Integrating PQTCN-MPC with innovation: A new strategy for accurate PV power prediction DOI

Zhongbao Lin, Desheng Rong

Computers & Electrical Engineering, Journal Year: 2025, Volume and Issue: 123, P. 110188 - 110188

Published: Feb. 24, 2025

Language: Английский

Citations

Day-Ahead Solar Irradiance Prediction based on Multi-Feature Perspective Clustering DOI

Yong Wang,

Gaowei Yan, Shuyi Xiao

et al.

Energy, Journal Year: 2025, Volume and Issue: unknown, P. 135216 - 135216

Published: Feb. 1, 2025

Language: Английский

Citations