Concepedia

Mid-term electricity demand forecasting using improved variational mode decomposition and extreme learning machine optimized by sparrow search algorithm

Tian Gao, Dongxiao Niu, Zhengsen Ji, Lijie Sun

Energy · 2022 · 54 citations · 69 references

Concepts

ComputingData ScienceElectrical EngineeringForecastingMachine LearningTime Series AnalysisComputational Time Series AnalysisEnergy Demand ForecastingEnsemble ForecastingLoad ForecastingTime Series ForecastingTime Series PredictionDynamic Forecasting ModelsElectric Load ForecastingElectricity Consumption ForecastingElectricity Demand Profiles

References

69

A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

Yoav Freund, Robert E. Schapire · Journal of Computer and System Sciences · 1997 · 20.3K citations

Computing, Computer Science, Mathematics +14

Variational Mode Decomposition

Konstantin Dragomiretskiy, Dominique Zosso · IEEE Transactions on Signal Processing · 2014 · 8.6K citations

Engineering, Electrical Engineering, Biomedical Signal Processing +15

Extreme learning machine: a new learning scheme of feedforward neural networks

Guang-Bin Huang, Qin‐Yu Zhu, Chee‐Kheong Siew · 2005 · 4.1K citations

Computing, Computer Science, Algorithms +10

A novel swarm intelligence optimization approach: sparrow search algorithm

Jiankai Xue, Bo Shen · Systems Science & Control Engineering · 2020 · 3.6K citations · Full text

Architecture, Computational Engineering, Algorithms +14

Smart multi-step deep learning model for wind speed forecasting based on variational mode decomposition, singular spectrum analysis, LSTM network and ELM

Hui Liu, Xiwei Mi, Yanfei Li · Energy Conversion and Management · 2018 · 485 citations

Natural Sciences, Data Science, Meteorology +16