A comprehensive wind speed prediction system based on Monte Carlo and artificial intelligence algorithms

Y Zhang, Y Zhao, X Shen, J Zhang - Applied Energy, 2022 - Elsevier
Wind energy has strong volatility and intermittent. Accurate wind speed prediction can not
only improve the safety of the system, but also optimize dispatch and reduce economic …

Two novel hybrid linear and nonlinear models for wind speed forecasting

X Huang, J Wang, B Huang - Energy Conversion and Management, 2021 - Elsevier
Reliable and accurate wind speed forecasting is the basis for the effective development of
wind energy. However, wind speed is intermittent, presents nonlinear patterns, and exhibits …

A hybrid system for short-term wind speed forecasting

Q He, J Wang, H Lu - Applied energy, 2018 - Elsevier
Wind speed forecasting is important for high-efficiency utilization of wind energy.
Correspondingly, numerous researchers have always focused on the development of …

The study and application of a novel hybrid forecasting model–A case study of wind speed forecasting in China

JZ Wang, Y Wang, P Jiang - Applied Energy, 2015 - Elsevier
Given the current increasingly serious energy crisis, the development and utilization of new
energy resources are attracting increasing attention, and wind power is widely used among …

Research and application of a combined model based on variable weight for short term wind speed forecasting

H Li, J Wang, H Lu, Z Guo - Renewable Energy, 2018 - Elsevier
Wind speed forecasting plays a prominent part in the operation of wind power plants and
power systems. However, it is often difficult to obtain satisfactory prediction results because …

A novel combined model based on advanced optimization algorithm for short-term wind speed forecasting

J Song, J Wang, H Lu - Applied energy, 2018 - Elsevier
Short-term wind speed forecasting has a significant influence on enhancing the operation
efficiency and increasing the economic benefits of wind power generation systems. A …

A novel system based on neural networks with linear combination framework for wind speed forecasting

J Wang, N Zhang, H Lu - Energy conversion and management, 2019 - Elsevier
The absence of accurate and stable prediction of wind speed remains a major obstacle to
the rational planning, scheduling, and maintenance of wind power generation. Currently, an …

[HTML][HTML] A literature review of wind forecasting methods

WY Chang - Journal of Power and Energy Engineering, 2014 - scirp.org
In this paper, an overview of new and current developments in wind forecasting is given
where the focus lies upon principles and practical implementations. High penetration of wind …

A combined model based on data preprocessing strategy and multi-objective optimization algorithm for short-term wind speed forecasting

X Niu, J Wang - Applied Energy, 2019 - Elsevier
Short-term wind speed forecasting plays an important role in wind power generation and
considerably contributes to decisions regarding control and operations. In order to improve …

A Markov model for short term wind speed prediction by integrating the wind acceleration information

W Li, X Jia, X Li, Y Wang, J Lee - Renewable Energy, 2021 - Elsevier
Wind speed prediction is an important research topic in the wind industry and many
algorithms have been proposed to fulfill the prediction tasks. By reviewing the existing …