Author

Yicun Huang

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Preprint Sep 2026

Timescale-aware surrogate-assisted multi-objective optimization of battery cell design for energy density, fast charging, and degradation

Battery cell design must balance energy density, fast charging, and degradation, yet these metrics evolve over different time scales and are costly to optimize jointly. We develop a timescale-aware surrogate-assisted framework that evaluates beginning-of-life volumetric energy density and 10--80% charging time together...

Qing-Bo Zhu, Chang-Fu Zou, Yicun Huang et al. · 0 citations

Jul 2026

Bridging battery design and health assessment through virtual sensing and physics-informed learning

A physics-informed learning framework with virtual sensing that infers hard-to-measure design parameters, including solid-state diffusion coefficient, electrode thickness, ion concentration, and particle size, directly from standard battery management system measurements is proposed, demonstrating how real-world operat...

Wendi Guo, S. B. Vilsen, D. Stroe et al. · arXiv.org · 0 citations