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Guangze Shi

Hunan University of Technology and Business

569 Yuelu Avenue

Changsha

China

  • Hunan University of Technology and Business

SCHOLARLY PAPERS

2

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48

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0

Scholarly Papers (2)

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1.

An Improved Renewable Energy Scenario Generation Method Based on Cross-Attention Latent Diffusion Models with Controllability

Number of pages: 20 Posted: 25 Sep 2025
Guangze Shi, Xuesong Xu, Jisheng Tian, Kai Xu, Chenyang Li, Guanying Xu and Junhao Zhang
Hunan University of Technology and Business, Hunan University of Technology and Business, Hunan University of Technology and Business, Hunan University of Technology and Business, Hunan University of Technology and Business, Hunan University of Technology and Business and Hunan University of Technology and Business
Downloads 38 (1,222,651)

Abstract:

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Short-term uncertainty quantification Renewable energy Scenario generation Generative models Diffusion models Cross-Attention Latent Diffusion Model (CAL-DM) Conditional diffusion

2.

A Parallel Framework Based on Similar-Day Attention and Multi-Scale Weighted Causal Convolution for EV Charging Load Forecasting

Number of pages: 14 Posted: 09 Apr 2026
Guangze Shi, Xuesong Xu, Jisheng Tian, Kai Xu and Meiyao Guo
Hunan University of Technology and Business, Hunan University of Technology and Business, Hunan University of Technology and Business, Hunan University of Technology and Business and Hunan University of Technology and Business
Downloads 10 (1,555,090)

Abstract:

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Electric vehicle charging load, Short-term forecasting, Similar day, attention mechanism, Gated causal convolution, Parallel modeling