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Xiang-Tian Deng

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Preprint Oct 2026

Preliminary Exploration of Large Models Based on Self-Supervised Learning for Health Monitoring of Power Electronic Converters

Current artificial intelligence (AI) methods for power electronics converters make limited use of the abundant unlabeled data generated during real-world operation. This underexplored resource holds significant potential for advancing model performance. To address this gap, this paper presents PE-TSFM, a time-series fo...

Xin-Yuan Liao, Xiang-Tian Deng, Yang Liu et al. · 0 citations

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