Zhu Duan

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 et al. · Renewable Energy · 2019 · 188 citations

Forecasting Methodology, Engineering, Machine Learning +11

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

Hui Liu, Chengqing Yu, Haiping Wu et al. · Energy · 2020 · 178 citations

Forecasting Methodology, Probabilistic Forecasting, Engineering +5

Big multi-step wind speed forecasting model based on secondary decomposition, ensemble method and error correction algorithm

Hui Liu, Zhu Duan, Feng-ze Han et al. · Energy Conversion and Management · 2017 · 130 citations

Error Correction Algorithm, Meteorology, Forecasting Methodology +12

Smart wind speed forecasting approach using various boosting algorithms, big multi-step forecasting strategy

Yanfei Li, Huipeng Shi, Feng-ze Han et al. · Renewable Energy · 2018 · 111 citations

Engineering, Speed Forecasting Approach, Wind Power Generation +6

Air PM2.5 concentration multi-step forecasting using a new hybrid modeling method: Comparing cases for four cities in China

Hui Liu, Kairong Jin, Zhu Duan · Atmospheric Pollution Research · 2019 · 93 citations

Meteorology, Engineering, Environmental Engineering +9