Failure-Mechanism Transferability of Cumulative-Damage Features for Health State Estimation of SiC Power Modules

arXiv:2608.08365 · eess.SY, cs.LG, cs.SY · Submitted 2026-08-11 · Read on arXiv

Mattia Scarpa, Evgeny Kusmenko, Francesco Toso, Mattia Bruschetta, Ruggero Carli, Simon Achatz

eess.SY, cs.LG, cs.SY

Submitted: 2026-08-11

Updated: 2026-08-12

Comments: Accepted at the 52nd Annual Conference of the IEEE Industrial Electronics Society (IECON 2026). 9 pages, 3 figures, 4 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 12× in this paper · explained in 1 episode
• Transferability — 11× in this paper · explained in 5 episodes
• Benchmark — 6× in this paper · explained in 2 episodes
• Transformer — 5× in this paper · explained in 2 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Calibration — 2× in this paper · explained in 9 episodes
• Neural Ordinary Differential Equation — 2× in this paper
• Prognostics Center of Excellence — 2× in this paper
• Trace — 2× in this paper · explained in 2 episodes
• Clarity — 1× in this paper · explained in 3 episodes
• Digital Twin — 1× in this paper · explained in 6 episodes
• Inductive Bias — 1× in this paper · explained in 3 episodes
• Long Short-Term Memory (LSTM) — 1× in this paper · explained in 2 episodes
• Monotonicity — 1× in this paper · explained in 2 episodes
• Operating Regimes — 1× in this paper · explained in 2 episodes
• Papers — 1× in this paper · explained in 3 episodes
• Predictive Maintenance — 1× in this paper · explained in 2 episodes
• Prognostics and Health Management — 1× in this paper
• Transformer Encoder — 1× in this paper · explained in 2 episodes
• Transformers — 1× in this paper · explained in 2 episodes

Sources

• A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
• Physics-Informed Condition Monitoring of SiC Power Modules

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