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Robust load feature extraction based secondary VMD novel short-term load demand forecasting framework Journal article
Zhang, Miao, Xiao, Guowei, Lu, Jianhang, Liu, Yixuan, Chen, Haotian, Yang, Ningrui. Robust load feature extraction based secondary VMD novel short-term load demand forecasting framework[J]. Electric Power Systems Research, 2025, 239, 111198.
Authors:  Zhang, Miao;  Xiao, Guowei;  Lu, Jianhang;  Liu, Yixuan;  Chen, Haotian; et al.
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:3.3/3.3 | Submit date:2025/01/22
Abnormal Daily Load Forecasting  Informer  Secondary Variational Mode Decomposition  Short-term Load Forecasting  
Accuracy improvement of the load forecasting in the district heating system by the informer-based framework with the optimal step size selection Journal article
Zhang, Ji, Hu, Yuxin, Yuan, Yonggong, Yuan, Han, Mei, Ning. Accuracy improvement of the load forecasting in the district heating system by the informer-based framework with the optimal step size selection[J]. Energy, 2024, 291, 130347.
Authors:  Zhang, Ji;  Hu, Yuxin;  Yuan, Yonggong;  Yuan, Han;  Mei, Ning
Favorite | TC[WOS]:12 TC[Scopus]:12  IF:9.0/8.2 | Submit date:2024/04/02
District Heating System  Informer-based Framework  Intelligent Heating  Load Forecasting  Optimal Step Selection  
A novel transformer ordinal regression network with label diversity for wind power ramp events forecasting Journal article
Hu,Jianming, Zhang,Liping, Tang,Jingwei, Liu,Zhi. A novel transformer ordinal regression network with label diversity for wind power ramp events forecasting[J]. Energy, 2023, 280, 128075.
Authors:  Hu,Jianming;  Zhang,Liping;  Tang,Jingwei;  Liu,Zhi
Favorite | TC[WOS]:4 TC[Scopus]:6  IF:9.0/8.2 | Submit date:2023/08/03
Informer Architecture  Ordinal Regression With Label Diversity  Probsparse Self-attention  Wind Power Ramp Events  
A Hybrid Model for Solar Radiation Forecasting towards Energy Efficient Buildings Conference paper
Peng,Qiaoyan, Zhou,Xiaoyu, Zhu,Renjie, Liang,Ruming, He,Xiliang, Gao,Shuhua. A Hybrid Model for Solar Radiation Forecasting towards Energy Efficient Buildings[C]:Institute of Electrical and Electronics Engineers Inc., 2023, 7-12.
Authors:  Peng,Qiaoyan;  Zhou,Xiaoyu;  Zhu,Renjie;  Liang,Ruming;  He,Xiliang; et al.
Favorite | TC[WOS]:1 TC[Scopus]:1 | Submit date:2023/08/03
Informer  Random Forest  Short-term Prediction  Solar Irradiation