In the particular LIB context, it is of interest to integrate the results of electrochemical modeling results into ML architectures, in order to accelerate result acquisition capabilities of the models. This idea has been previously explored for PBMs with different levels of complexity. For example, a first combination of these techniques was implemented in 2018 by Dawson-Elli et. al ,