الباحثون

Zuming Liu

المنشورات 1

نسخة أولية وصول مفتوح

Sera: Semantic Representation Aggregation for Reliable and Interpretable Battery Health Forecasting

Jiawei Li, Fang Liu, Wei Zhang وآخرون · 2026

Battery state of health (SoH) forecasting is important for battery management, but remains challenging due to nonlinear degradation and heterogeneity across batteries. Existing data-driven approaches primarily use temporal models to learn from numerical battery time series, and higher-level degradation characteristics …

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