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Author

Shi-Xuan Cao

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Sep 2026

Digital twin-driven short-term photovoltaic power forecasting using a hybrid TCN-transformer with residual correction

To address the significant impact of meteorological factors on photovoltaic (PV) power generation and the complex time-series characteristics, this paper proposes a short-term power prediction method incorporating digital twin concepts. First, a virtual-real mapping framework is constructed between the physical system...

Meng-Jiao Qin, Zhuo Yan, Peng-Yuan Zhu et al. · 0 citations
Conference Aug 2026

Adaptability assessment and optimal strategy selection for parameter-efficient fine-tuning of large language models

PEFT-Assess is presented, a systematic framework for evaluating the adaptability of four mainstream PEFT methods—LoRA, QLoRA, Adapter, and Prefix-Tuning—across five evaluation dimensions: accuracy, F1-score, training speed, memory efficiency, and generalization capability.

Zhaoyang Hu, Shi-Xuan Cao, Yuqi Sun et al. · 0 citations

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