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Conformalized temporal convolutional quantile regression networks for wind power interval forecasting 期刊论文
ENERGY, 2022, 卷号: 248, 页码: 16
Authors:  Hu, Jianming;  Luo, Qingxi;  Tang, Jingwei;  Heng, Jiani;  Deng, Yuwen
Favorite  |  View/Download:7/0  |  Submit date:2023/02/07
Wind power interval prediction  Temporal convolutional network  Conformalized quantile regression  
Probabilistic and deterministic wind speed forecasting based on non-parametric approaches and wind characteristics information 期刊论文
APPLIED ENERGY, 2022, 卷号: 306, 页码: 13
Authors:  Heng, Jiani;  Hong, Yongmiao;  Hu, Jianming;  Wang, Shouyang
Favorite  |  View/Download:52/0  |  Submit date:2022/04/02
Probabilistic and deterministic wind speed  forecasting  Wind characteristic information  Probability density functions  Generalized Gaussian process  Pseudo-Likelihood  
A novel multiscale forecasting model for crude oil price time series 期刊论文
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2021, 卷号: 173, 页码: 15
Authors:  Li, Ranran;  Hu, Yucai;  Heng, Jiani;  Chen, Xueli
Favorite  |  View/Download:61/0  |  Submit date:2022/04/02
Crude oil price forecasting  Decomposition-ensemble method  Support vector machine  Multiscale strategy  Complexity analysis  
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:60/0  |  Submit date:2022/04/02
Air quality early-warning system  Length-changeable incremental extreme  learning machine  Hybrid ensemble model  Fuzzy evaluation  
Deterministic and probabilistic wind speed forecasting with de-noising-reconstruction strategy and quantile regression based algorithm 期刊论文
RENEWABLE ENERGY, 2020, 卷号: 162, 页码: 1208-1226
Authors:  Hu, Jianming;  Heng, Jiani;  Wen, Jiemei;  Zhao, Weigang
Favorite  |  View/Download:78/0  |  Submit date:2021/04/26
Renewable energy  Complete empirical mode decomposition with adaptive noise  Quantile regression neural network  Wind speed forecasting  Distance correlation