Concepedia

Wind speed prediction by a swarm intelligence based deep learning model via signal decomposition and parameter optimization using improved chimp optimization algorithm

Leiming Suo, Peng Tian, Shihao Song, Chu Zhang, Yuhan Wang, Yongyan Fu, Muhammad Shahzad Nazir

Energy · 2023 · 109 citations · 37 references

Concepts

Natural SciencesComputer ScienceMeteorologyMachine LearningOptimizationWeather ForecastingComputational Wind EngineeringDeep LearningWind ForecastingWind StressDeep Learning For Wind ForecastingMachine Learning For Wind ForecastingProcess Parameter OptimizationSignal DecompositionSpeed PredictionTime Series Forecasting For WindWind Speed ForecastingWind Speed Prediction

References

37

Chimp optimization algorithm

Mohammad Khishe, M. R. Mosavi · Expert Systems with Applications · 2020 · 1.2K citations

A dual-scale deep learning model based on ELM-BiLSTM and improved reptile search algorithm for wind power prediction

Jinlin Xiong, Peng Tian, Zihan Tao et al. · Energy · 2022 · 238 citations

Agriculture, Computer Science, Meteorology +16

A short-term wind power prediction model based on CEEMD and WOA-KELM

Yunfei Ding, Zijun Chen, Hongwei Zhang et al. · Renewable Energy · 2022 · 191 citations · Full text

Natural Sciences, Meteorology, Forecasting +11

A novel offshore wind farm typhoon wind speed prediction model based on PSO–Bi-LSTM improved by VMD

Jiale Li, Zihao Song, Xuefei Wang et al. · Energy · 2022 · 182 citations

Natural Sciences, Meteorology, Ocean Engineering +16

A short-term wind speed prediction method utilizing novel hybrid deep learning algorithms to correct numerical weather forecasting

Yan Han, Lihua Mi, Lian Shen et al. · Applied Energy · 2022 · 173 citations

Natural Sciences, Computational Engineering, Meteorology +14