“…The common understanding of the Randles model is that the Warburg element represents diffusion dynamics, and the resistor represents pure ohmic resistance, while the RC component represents double layer effects. [8][9][10] However, equivalent circuit models use circuit elements to mimic the behavior of batteries 11 and have limited prediction capabilities compared to the mechanism-based pseudo 2dimensional (P2D) model proposed by Newman and Doyle et al 12 which includes diffusion, intercalation, and electrochemical kinetics based on the concentrated solution theory combined with the porous electrode theory. 13 This model involves coupled nonlinear partial differential equations (PDEs) across two spatial dimensions, 14,15 so it is time consuming to solve.…”