Concepedia

A novel BiGRU multi-step wind power forecasting approach based on multi-label integration random forest feature selection and neural network clustering

Zheyong Jiang, Qingmei Tan, Nan Li, Jinxing Che, Xiukun Tan

Energy Conversion and Management · 2024 · 54 citations · 46 references

Concepts

ComputingData ScienceMeteorologyForecastingTime Series AnalysisWeather ForecastingEnsemble ForecastingEnsemble LearningEnsemble MethodsFeature SelectionTime Series ForecastingWind ForecastingMachine Learning For Wind ForecastingRandom ForestsRenewable Energy ForecastingWind Forecasting Feature SelectionWind Power Forecasting

References

46

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Bagging predictors

Leo Breiman · Machine Learning · 1996 · 16.4K citations · Full text

Review of energy storage system for wind power integration support

Haoran Zhao, Qiuwei Wu, Shuju Hu et al. · Applied Energy · 2014 · 1.1K citations

Agriculture, Mechanical Engineering, Energy Systems +13

The Wind Integration National Dataset (WIND) Toolkit

Caroline Draxl, Andrew Clifton, Bri‐Mathias Hodge et al. · Applied Energy · 2015 · 708 citations · Full text

Natural Sciences, Earth Sciences, Meteorology +10

Optimal parameters selection for BP neural network based on particle swarm optimization: A case study of wind speed forecasting

Chao Ren, Ning An, Jianzhou Wang et al. · Knowledge-Based Systems · 2013 · 531 citations · Full text

Natural Sciences, Meteorology, Forecasting +13