Zobrazeno 1 - 10
of 87
pro vyhledávání: '"Yu, Chengqing"'
Autor:
Fu, Yisong, Wang, Fei, Shao, Zezhi, Yu, Chengqing, Li, Yujie, Chen, Zhao, An, Zhulin, Xu, Yongjun
Recently, Transformers have gained traction in weather forecasting for their capability to capture long-term spatial-temporal correlations. However, their complex architectures result in large parameter counts and extended training times, limiting th
Externí odkaz:
http://arxiv.org/abs/2408.09695
Policy Distillation (PD) has become an effective method to improve deep reinforcement learning tasks. The core idea of PD is to distill policy knowledge from a teacher agent to a student agent. However, the teacher-student framework requires a well-t
Externí odkaz:
http://arxiv.org/abs/2406.05488
Multivariate time series forecasting (MTSF) is crucial for decision-making to precisely forecast the future values/trends, based on the complex relationships identified from historical observations of multiple sequences. Recently, Spatial-Temporal Gr
Externí odkaz:
http://arxiv.org/abs/2405.11333
Autor:
Shao, Zezhi, Wang, Fei, Xu, Yongjun, Wei, Wei, Yu, Chengqing, Zhang, Zhao, Yao, Di, Jin, Guangyin, Cao, Xin, Cong, Gao, Jensen, Christian S., Cheng, Xueqi
Multivariate Time Series (MTS) widely exists in real-word complex systems, such as traffic and energy systems, making their forecasting crucial for understanding and influencing these systems. Recently, deep learning-based approaches have gained much
Externí odkaz:
http://arxiv.org/abs/2310.06119
Multivariate time series long-term prediction, which aims to predict the change of data in a long time, can provide references for decision-making. Although transformer-based models have made progress in this field, they usually do not make full use
Externí odkaz:
http://arxiv.org/abs/2308.03274
Autor:
Zhao, Tianjie, Wang, Sheng, Ouyang, Chaojun, Chen, Min, Liu, Chenying, Zhang, Jin, Yu, Long, Wang, Fei, Xie, Yong, Li, Jun, Wang, Fang, Grunwald, Sabine, Wong, Bryan M., Zhang, Fan, Qian, Zhen, Xu, Yongjun, Yu, Chengqing, Han, Wei, Sun, Tao, Shao, Zezhi, Qian, Tangwen, Chen, Zhao, Zeng, Jiangyuan, Zhang, Huai, Letu, Husi, Zhang, Bing, Wang, Li, Luo, Lei, Shi, Chong, Su, Hongjun, Zhang, Hongsheng, Yin, Shuai, Huang, Ni, Zhao, Wei, Li, Nan, Zheng, Chaolei, Zhou, Yang, Huang, Changping, Feng, Defeng, Xu, Qingsong, Wu, Yan, Hong, Danfeng, Wang, Zhenyu, Lin, Yinyi, Zhang, Tangtang, Kumar, Prashant, Plaza, Antonio, Chanussot, Jocelyn, Zhang, Jiabao, Shi, Jiancheng, Wang, Lizhe
Publikováno v:
In The Innovation 9 September 2024 5(5)
Publikováno v:
In Information Fusion January 2025 113
Autor:
Yuan, Liheng, Ye, Fanghua, Li, Heng, Zhang, Chenhao, Gao, Cuiying, Yu, Chengqing, Yuan, Wei, You, Xinge
Publikováno v:
In Engineering Applications of Artificial Intelligence December 2024 138 Part A
Publikováno v:
In Engineering Applications of Artificial Intelligence May 2024 131
TFEformer: A new temporal frequency ensemble transformer for day-ahead photovoltaic power prediction
Publikováno v:
In Journal of Cleaner Production 5 April 2024 448