A wind speed forecasting model based on multi-objective algorithm and interpretability learning

M Li, Y Yang, Z He, X Guo, R Zhang, B Huang - Energy, 2023 - Elsevier
More accurate and reliable wind speed forecasting results can provide an effective
assessment of wind energy resources and improve the efficiency of wind energy utilization …

A novel interpretability machine learning model for wind speed forecasting based on feature and sub-model selection

Z Shang, Y Chen, D Lai, M Li, Y Yang - Expert Systems with Applications, 2024 - Elsevier
Accurate wind speed forecasting holds the potential to optimize wind farm design and
enhance the utilization of wind energy resources. However, the majority of current research …

Research on integrated decision making of multiple load combination forecasting for integrated energy system

P Gao, Y Yang, F Li, J Ge, Q Yin, R Wang - Energy, 2024 - Elsevier
An accurate multivariate load combination forecast is essential for the planning of the energy
dispatch and operation of integrated energy systems. An integrated decision model for …

[HTML][HTML] Coupling coordination relationship of water resources, eco-environment and socio-economy in the water-receiving area of the Lower Yellow River

B Qu, E Jiang, J Li, Y Liu, C Liu - Ecological Indicators, 2024 - Elsevier
Fully understanding the interrelationship and the coordinated development level of water
resources (WR), eco-environment (EE) and socio-economy (SE) is an essential precondition …

An innovative MGM–BPNN–ARIMA model for China's energy consumption structure forecasting from the perspective of compositional data

R Suo, Q Wang, Y Tan, Q Han - Scientific Reports, 2024 - nature.com
Effective forecasting of energy consumption structure is vital for China to reach its “dual
carbon” objective. However, little attention has been paid to existing studies on the holistic …

Information Entropy‐Based Hybrid Models Improve the Accuracy of Reference Evapotranspiration Forecast

A Qin, Z Fan, L Zhang - Advances in Meteorology, 2024 - Wiley Online Library
Accurate forecasting of reference crop evapotranspiration (ET0) is vital for sustainable water
resource management. In this study, four popularly used single models were selected to …

A Novel Data‐Driven Method for Medium‐Term Power Consumption Forecasting Based on Transformer‐LightGBM

G Yang, S Du, Q Duan, J Su - Mobile Information Systems, 2022 - Wiley Online Library
With the widespread use of new energy sources and Internet of things, the power market
landscape has become complex. In particular, new energy is more stochastic and volatile; it …

Forecasting model for short-term wind speed using robust local mean decomposition, deep neural networks, intelligent algorithm, and error correction

J Li, M Liu, L Wen - Frontiers in Energy Research, 2024 - frontiersin.org
Wind power generation has aroused widespread concern worldwide. Accurate prediction of
wind speed is very important for the safe and economic operation of the power grid. This …

Power Load Prediction Based on IGWO‐BILSTM Network

F Wang, Z Liu - Mathematical Problems in Engineering, 2023 - Wiley Online Library
Recently, neural networks based on intelligent algorithms have been widely used in short‐
term power load prediction. However, these algorithms have poor reproducibility in the case …