Hui Liu

Best Publications

• Hybridizing particle swarm optimization with differential evolution for constrained numerical and engineering optimization

  Hui Liu;Zixing Cai;Yong Wang

  792
  Citations

• Comparison of two new ARIMA-ANN and ARIMA-Kalman hybrid methods for wind speed prediction

  Hui Liu;Hui Liu;Hong-qi Tian;Yan-fei Li;Yan-fei Li

  468
  Citations

• Wind speed forecasting method based on deep learning strategy using empirical wavelet transform, long short term memory neural network and Elman neural network

  Hui Liu;Xi-wei Mi;Yan-fei Li

  467
  Citations

• 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

  462
  Citations

• Data processing strategies in wind energy forecasting models and applications: A comprehensive review

  Hui Liu;Chao Chen

  384
  Citations

• Forecasting models for wind speed using wavelet, wavelet packet, time series and Artificial Neural Networks

  Hui Liu;Hui Liu;Hong Qi Tian;Di Fu Pan;Yan Fei Li;Yan Fei Li

  359
  Citations

• A hybrid model for wind speed prediction using empirical mode decomposition and artificial neural networks

  Hui Liu;Hui Liu;Hui Liu;Chao Chen;Hong-qi Tian;Yan-fei Li;Yan-fei Li

  344
  Citations

• A hybrid statistical method to predict wind speed and wind power

  Hui Liu;Hong-Qi Tian;Chao Chen;Yan-fei Li

  314
  Citations

• Wind speed forecasting approach using secondary decomposition algorithm and Elman neural networks

  Hui Liu;Hui Liu;Hong-qi Tian;Xi-feng Liang;Yan-fei Li

  308
  Citations

• Smart deep learning based wind speed prediction model using wavelet packet decomposition, convolutional neural network and convolutional long short term memory network

  Hui Liu;Xiwei Mi;Yanfei Li

  307
  Citations

• Deterministic wind energy forecasting: A review of intelligent predictors and auxiliary methods

  Hui Liu;Chao Chen;Xinwei Lv;Xing Wu

  290
  Citations

• Wind speed prediction model using singular spectrum analysis, empirical mode decomposition and convolutional support vector machine

  Xiwei Mi;Hui Liu;Yanfei Li

  246
  Citations

• Comparison of four Adaboost algorithm based artificial neural networks in wind speed predictions

  Hui Liu;Hui Liu;Hong-qi Tian;Yan-fei Li;Lei Zhang

  216
  Citations

• Smart wind speed deep learning based multi-step forecasting model using singular spectrum analysis, convolutional Gated Recurrent Unit network and Support Vector Regression

  Hui Liu;Xiwei Mi;Yanfei Li;Zhu Duan

  199
  Citations

• New wind speed forecasting approaches using fast ensemble empirical model decomposition, genetic algorithm, Mind Evolutionary Algorithm and Artificial Neural Networks

  Hui Liu;Hui Liu;Hongqi Tian;Xifeng Liang;Yanfei Li

  181
  Citations

• An experimental investigation of three new hybrid wind speed forecasting models using multi-decomposing strategy and ELM algorithm

  Hui Liu;Xiwei Mi;Yanfei Li

  180
  Citations

• A review on multi-objective optimization framework in wind energy forecasting techniques and applications

  Hui Liu;Ye Li;Zhu Duan;Chao Chen

  179
  Citations

• A new hybrid ensemble deep reinforcement learning model for wind speed short term forecasting

  Hui Liu;Chengqing Yu;Haiping Wu;Zhu Duan

  176
  Citations

• An EMD-recursive ARIMA method to predict wind speed for railway strong wind warning system

  Hui Liu;Hui Liu;Hong qi Tian;Yan fei Li

  172
  Citations

• Multi-step wind speed forecasting using EWT decomposition, LSTM principal computing, RELM subordinate computing and IEWT reconstruction

  Yanfei Li;Haiping Wu;Hui Liu

  167
  Citations