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Air pollution forecasting with multivariate interval decomposition ensemble approach 期刊论文
ATMOSPHERIC POLLUTION RESEARCH, 2021, 卷号: 12, 期号: 12, 页码: 14
Authors:  Dong, Yawei;  Zhang, Chengyuan;  Niu, Mingfei;  Wang, Shouyang;  Sun, Shaolong
Favorite  |  View/Download:110/0  |  Submit date:2022/04/02
Daily PM 10 concentration forecast  Air quality  Interval forecasting  Noise-assisted multivariate empirical mode  decomposition  Maximum mutual information  
An innovative ensemble learning air pollution early-warning system for China based on incremental extreme learning machine 期刊论文
ATMOSPHERIC POLLUTION RESEARCH, 2021, 卷号: 12, 期号: 9, 页码: 15
Authors:  Du, Zongjuan;  Heng, Jiani;  Niu, Mingfei;  Sun, Shaolong
Favorite  |  View/Download:108/0  |  Submit date:2022/04/02
Air quality early-warning system  Length-changeable incremental extreme  learning machine  Hybrid ensemble model  Fuzzy evaluation  
A novel hybrid decomposition-ensemble model based on VMD and HGWO for container throughput forecasting 期刊论文
APPLIED MATHEMATICAL MODELLING, 2018, 卷号: 57, 页码: 163-178
Authors:  Niu, Mingfei;  Hu, Yueyong;  Sun, Shaolong;  Liu, Yu
Favorite  |  View/Download:141/0  |  Submit date:2018/07/30
Container throughput forecasting  Variational mode decomposition  Support vector regression  Hybridizing grey wolf optimization  Hybrid decomposition-ensemble model  
Application of decomposition-ensemble learning paradigm with phase space reconstruction for day-ahead PM2.5 concentration forecasting 期刊论文
JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2017, 卷号: 196, 页码: 110-118
Authors:  Niu, Mingfei;  Gan, Kai;  Sun, Shaolong;  Li, Fengying
Favorite  |  View/Download:97/0  |  Submit date:2018/07/30
PM2.5 concentration forecasting  Decomposition-ensemble learning paradigm  EEMD  PSR  LSSVM  
A novel hybrid decomposition-and-ensemble model based on CEEMD and GWO for short-term PM2.5 concentration forecasting 期刊论文
ATMOSPHERIC ENVIRONMENT, 2016, 卷号: 134, 页码: 168-180
Authors:  Niu, Mingfei;  Wang, Yufang;  Sun, Shaolong;  Li, Yongwu
Favorite  |  View/Download:110/0  |  Submit date:2018/07/30
Complementary ensemble empirical mode decomposition  Grey wolf optimizer  Support vector regression  Hybrid decomposition-ensemble model  PM2.5 concentration forecasting