Results 11 to 20 of about 20,816 (262)

A Combined Wind Forecasting Model Based on SSA and WNN: Application on Real Case of Ningbo Zhoushan Port

open access: yesJournal of Marine Science and Engineering, 2023
Wind energy is an effective way to reduce emissions in ports. However, port wind power generation exhibits strong intermittency and randomness. Predicting port wind speed enables timely scheduling of port operations and improves wind energy utilization ...
Yong Gu   +6 more
doaj   +1 more source

A novel two-stage data-driven model for ultra-short-term wind speed prediction

open access: yesEnergy Reports, 2022
Accurate prediction of wind speed and its output power is playing an essential role in the planning and scheduling of wind power grid. This study presents a novel two-stage data-driven model for ultra-short-term wind speed prediction based on the ...
Weicheng Hu   +8 more
doaj   +1 more source

A combined model for short-term wind speed forecasting based on empirical mode decomposition, feature selection, support vector regression and cross-validated lasso [PDF]

open access: yesPeerJ Computer Science, 2021
Background The planning and control of wind power production rely heavily on short-term wind speed forecasting. Due to the non-linearity and non-stationarity of wind, it is difficult to carry out accurate modeling and prediction through traditional wind ...
Tao Wang
doaj   +2 more sources

A Novel Self-Adaptive Wind Speed Prediction Model Considering Atmospheric Motion and Fractal Feature

open access: yesIEEE Access, 2020
Many of the previous investigations predicted wind speed by directly using wind speed data, which rarely considered physical characteristics of wind speed and was difficult to improve prediction accuracy further.
Ji Jin   +4 more
doaj   +1 more source

Research on neural network wind speed prediction model based on improved sparrow algorithm optimization

open access: yesEnergy Reports, 2022
The wind speed signal measured by the mechanical anemometer lags behind the wind speed at the wind wheel surface of the wind turbine in time. The wind speed reconstruction algorithm adopted by the ordinary lidar anemometer is insufficient.
Liang Zhang   +4 more
doaj   +1 more source

Wind Speed Prediction via Collaborative Filtering on Virtual Edge Expanding Graphs

open access: yesMathematics, 2022
Accurate and stable wind speed prediction is crucial for the safe operation of large-scale wind power grid connections. Existing methods are typically limited to a certain fixed area when learning the information of the wind speed sequence, which cannot ...
Xiang Ying   +6 more
doaj   +1 more source

Wind speed prediction based on multi-channel long short-term memory convolution neural network

open access: yes电力工程技术, 2022
A wind speed prediction method based on the combination of multi-channel long short-term memory network and convolution neural network is proposed to improve the prediction performance of wind speed.
XIU Chunbo, SU Huan, SU Xuemiao
doaj   +1 more source

A Method Based on Lorenz Disturbance and Variational Mode Decomposition for Wind Speed Prediction

open access: yesAdvances in Electrical and Computer Engineering, 2019
Wind power is one of the most promising means of power generation. But the time-varying of wind speed is the most fundamental problem for power generation control system. Therefore, accurate wind speed prediction becomes particularly important. However,
ZHANG, Y., GAO, S., BAN, M., SUN, Y.
doaj   +1 more source

Multi-step wind speed prediction based on LSSVM combined with ESMD and fractional-order beetle swarm optimization

open access: yesEnergy Reports, 2023
Accurate and stable wind speed prediction can alleviate the uncertain impacts of wind power generation caused by nonlinear characteristics of wind speed, and then improve the reliability of wind power.
Yuanchen Gao   +6 more
doaj   +1 more source

Prediction of Wind Speed by Using Machine Learning

open access: yes, 2023
Due to the depletion of fossil fuel resources and environmental concerns caused by traditional fuel systems in recent years, the share of renewable energy sources in current energy production has been increasing. Among these energy sources, wind and solar energy stand out compared to other sources.
İşler, Buket   +6 more
openaire   +3 more sources

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