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 · 192 citations

Computing, Computer Science, Meteorology +17

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

Hui Liu, Chengqing Yu, Haiping Wu et al. · Energy · 2020 · 180 citations

Natural Sciences, Data Science, Meteorology +14

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 · 131 citations

Natural Sciences, Earth Sciences, Meteorology +17

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

Natural Sciences, Data Science, Meteorology +13

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 · 96 citations

Public Health, Environmental Engineering, Environmental Sciences +14