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Forecasting carbon prices based on real-time decomposition and causal temporal convolutional networks 期刊论文
APPLIED ENERGY, 2023, 卷号: 331, 页码: 20
作者:  Li, Dan;  Li, Yijun;  Wang, Chaoqun;  Chen, Min;  Wu, Qi
收藏  |  浏览/下载:115/0  |  提交时间:2023/02/07
Carbon price forecast  Granger forecast  Real-time decomposition  Neural Granger causality  Causal temporal convolutional network  
An interval decomposition-ensemble approach with data-characteristic-driven reconstruction for short-term load forecasting 期刊论文
APPLIED ENERGY, 2022, 卷号: 306, 页码: 16
作者:  Yang, Dongchuan;  Guo, Ju-E;  Sun, Shaolong;  Han, Jing;  Wang, Shouyang
收藏  |  浏览/下载:117/0  |  提交时间:2022/04/02
Short-term load forecasting  Bivariate empirical mode decomposition  Decomposition-ensemble approach  Reconstruction  Bayesian optimization  Long short-term memory network  
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
作者:  Heng, Jiani;  Hong, Yongmiao;  Hu, Jianming;  Wang, Shouyang
收藏  |  浏览/下载:98/0  |  提交时间:2022/04/02
Probabilistic and deterministic wind speed  forecasting  Wind characteristic information  Probability density functions  Generalized Gaussian process  Pseudo-Likelihood  
A multi-scale method for forecasting oil price with multi-factor search engine data 期刊论文
APPLIED ENERGY, 2020, 卷号: 257, 页码: 12
作者:  Tang, Ling;  Zhang, Chengyuan;  Li, Ling;  Wang, Shouyang
收藏  |  浏览/下载:141/0  |  提交时间:2020/05/24
Big data  Search engine data  Google trends  Multivariate empirical mode decomposition  Oil price forecasting  
A new dynamic integrated approach for wind speed forecasting 期刊论文
APPLIED ENERGY, 2017, 卷号: 197, 页码: 151-162
作者:  Sun, Shaolong;  Qiao, Han;  Wei, Yunjie;  Wang, Shouyang
收藏  |  浏览/下载:128/0  |  提交时间:2018/07/30
Wind speed forecasting  Core vector machine  Phase space reconstruction  Kernel principal component analysis  Competition over resource algorithm