A critical evaluation of using physics-informed neural networks for simulating voltammetry: strengths, weaknesses and best practices

<p>The recent explosion of applications of physics-informed neural networks (PINNs) as a discretization-free tool to solve partial differential equations (PDEs) shows great potential for applications in electroanalytical simulations. However, a simple, naive PINN approach may fail to make anal...

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Main Authors: Chen, H, Batchelor-McAuley, C, Kätelhön, E, Elliott, J, Compton, RG
格式: Journal article
语言:English
出版: Elsevier 2022