20 citations · 25 across the 4 of their papers we have counts for
3 papers · 1 filter
Data-Driven Approach to Learning Optimal Forms of Constitutive Relations in Models Describing Lithium Plating in Battery Cells
Avesta Ahmadi, Kevin J. Sanders, Gillian R. Goward +1
In this study we construct a data-driven model describing Lithium plating in a battery cell, which is a key process contributing to degradation of such cells. Starting from the fun…
Learning Optimal Forms of Constitutive Relations Characterizing Ion Intercalation from Data in Mathematical Models of Lithium-ion Batteries
Lindsey Daniels, Smita Sahu, Kevin J. Sanders +3
Most mathematical models of the transport of charged species in battery electrodes require a constitutive relation describing intercalation of Lithium, which is a reversible proces…
Bayesian Uncertainty Quantification in Inverse Modelling of Electrochemical Systems
Athinthra Sethurajan, Sergey Krachkovskiy, Gillian Goward +1
This study proposes a novel approach to quantifying uncertainties of constitutive relations inferred from noisy experimental data using inverse modelling. We focus on electrochemic…