3 papers
stat.ME2025
A Primer on Bayesian Parameter Estimation and Model Selection for Battery Simulators
Yannick Kuhn, Masaki Adachi, Micha Philipp +2
Physics-based battery modelling has emerged to accelerate battery materials discovery and performance assessment. Its success, however, is still hindered by difficulties in alignin…
cs.DB2025
Workflows and Principles for Collaboration and Communication in Battery Research
Yannick Kuhn, Bhawna Rana, Micha Philipp +7
Interdisciplinary collaboration in battery science is required for rapid evaluation of better compositions and materials. However, diverging domain vocabulary and non-compatible ex…
physics.chem-ph2024
Physics-based inverse modeling of battery degradation with Bayesian methods
Micha C. J. Philipp, Yannick Kuhn, Arnulf Latz +1
To further improve Lithium-ion batteries (LiBs), a profound understanding of complex battery processes is crucial. Physical models offer understanding but are difficult to validate…