3 papers
cs.LG2026
Bridging battery design and health assessment through virtual sensing and physics-informed learning
Wendi Guo, Søren Byg Vilsen, Daniel Ioan Stroe +4
Supercharging of lithium-ion batteries (LiBs) requires robust health monitoring to ensure durability, safety, and user confidence, particularly for emerging vehicle-to-grid applica…
eess.SY2025
Thermal Modelling of Battery Cells for Optimal Tab and Surface Cooling Control
Godwin K. Peprah, Yicun Huang, Torsten Wik +2
Optimal cooling that minimises thermal gradients and the average temperature is essential for enhanced battery safety and health. This work presents a new modelling approach for ba…
cs.LG2025
MINN: Learning the dynamics of differential-algebraic equations and application to battery modeling
Yicun Huang, Changfu Zou, Yang Li +1
The concept of integrating physics-based and data-driven approaches has become popular for modeling sustainable energy systems. However, the existing literature mainly focuses on t…