159 citations · 1.6k across the 50 of their papers we have counts for
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Bayesian Model Selection of Lithium-Ion Battery Models via Bayesian Quadrature
Masaki Adachi, Yannick Kuhn, Birger Horstmann +3
A wide variety of battery models are available, and it is not always obvious which model `best' describes a dataset. This paper presents a Bayesian model selection approach using B…
Growth of the Solid-Electrolyte Interphase: Electron Diffusion versus Solvent Diffusion
Lukas Köbbing, Arnulf Latz, Birger Horstmann
The solid-electrolyte interphase (SEI) substantially influences the lifetime of lithium-ion batteries. Nevertheless, the transport mechanism responsible for the long-term growth of…
A Volume-based Description of Transport in Incompressible Liquid Electrolytes and its Application to Ionic Liquids
Franziska Kilchert, Martin Lorenz, Max Schammer +4
Transference numbers play an important role for understanding the dynamics of electrolytes and assessing their performance in batteries. Unfortunately, these transport parameters a…
Local volume conservation in concentrated electrolytes is governing charge transport in electric fields
Martin Lorenz, Franziska Kilchert, Pinchas Nürnberg +4
While ion transport processes in concentrated electrolytes, e.g. based on ionic liquids (IL), are a subject of intense research, the role of conservation laws and reference frames…
Bayesian Parameterization of Continuum Battery Models from Featurized Electrochemical Measurements Considering Noise
Yannick Kuhn, Hannes Wolf, Arnulf Latz +1
Physico-chemical continuum battery models are typically parameterized by manual fits, relying on the individual expertise of researchers. In this article, we introduce a computer a…