A state-of-art-review on machine-learning based methods for PV
In the current era, Artificial Intelligence (AI) is becoming increasingly pervasive with
applications in several applicative fields effectively changing our daily life. In this scenario …
applications in several applicative fields effectively changing our daily life. In this scenario …
Review of several key processes in wind power forecasting: Mathematical formulations, scientific problems, and logical relations
M Yang, Y Huang, C Xu, C Liu, B Dai - Applied Energy, 2025 - Elsevier
Wind power forecasting (WPF) is the crucial technology for power system operation with
large-scale grid-connected wind farms. A large number of related studies have emerged …
large-scale grid-connected wind farms. A large number of related studies have emerged …
Short-term multi-step wind power forecasting based on spatio-temporal correlations and transformer neural networks
Spatio-temporal wind power forecasting is significant to the stability of electric power
systems. However, the accuracy of power forecasting results is easily impaired by the …
systems. However, the accuracy of power forecasting results is easily impaired by the …
Dynamic spatio-temporal correlation and hierarchical directed graph structure based ultra-short-term wind farm cluster power forecasting method
F Wang, P Chen, Z Zhen, R Yin, C Cao, Y Zhang… - Applied energy, 2022 - Elsevier
Accurate wind farm cluster power forecasting is of great significance for the safe operation of
the power system with high wind power penetration. However, most of the current neural …
the power system with high wind power penetration. However, most of the current neural …
Power prediction of a wind farm cluster based on spatiotemporal correlations
J Zhang, D Liu, Z Li, X Han, H Liu, C Dong, J Wang… - Applied Energy, 2021 - Elsevier
Accurate power prediction of wind farm clusters is important for safe and economic operation
of power systems with high wind power penetration. Current superposition and statistical …
of power systems with high wind power penetration. Current superposition and statistical …
Hybrid enhancement effect of structural and material properties of the triboelectric generator on its performance in integrated energy harvester
J Mu, J Zou, J Song, J He, X Hou, J Yu, X Han… - Energy Conversion and …, 2022 - Elsevier
A wind energy harvester (WEH) comprising a coaxial electromagnetic generator (EMG) and
a triboelectric nanogenerator (TENG) is proposed to achieve an energy-autonomous closed …
a triboelectric nanogenerator (TENG) is proposed to achieve an energy-autonomous closed …
Ultra-short-term wind farm cluster power prediction based on FC-GCN and trend-aware switching mechanism
M Yang, Y Huang, Y Guo, W Zhang, B Wang - Energy, 2024 - Elsevier
Currently, wind power prediction has so many problems in the ultra-short-term time scale (0–
4h), which is difficult to improve the deterministic prediction and probability prediction …
4h), which is difficult to improve the deterministic prediction and probability prediction …
Investigating black-box model for wind power forecasting using local interpretable model-agnostic explanations algorithm: Why should a model be trusted?
Wind power forecasting (WPF) is important for the safe, stable, and reliable integration of
new energy technologies into power systems. Machine learning (ML) algorithms have …
new energy technologies into power systems. Machine learning (ML) algorithms have …
A new hybrid model for power forecasting of a wind farm using spatial–temporal correlations
S Wen, Y Li, Y Su - Renewable Energy, 2022 - Elsevier
This paper develops a new hybrid forecasting model for the hourly power output of multiple
turbines (or plants), aimed at making use of both the spatial and temporal correlations of …
turbines (or plants), aimed at making use of both the spatial and temporal correlations of …
Research on ultra-short-term prediction model of wind power based on attention mechanism and CNN-BiGRU combined
Y Meng, C Chang, J Huo, Y Zhang… - Frontiers in Energy …, 2022 - frontiersin.org
With the rapid development of new energy technologies and aiming at the proposal of the
“DOUBLE CARBON” goal, the proportion of wind energy and other new sustainable energy …
“DOUBLE CARBON” goal, the proportion of wind energy and other new sustainable energy …