PINN surrogate of Li-ion battery models for parameter inference. Part
II: Regularization and application of the pseudo-2D model

v1v2 (latest)

PINN surrogate of Li-ion battery models for parameter inference. Part II: Regularization and application of the pseudo-2D model

28 December 2023

Peter J. Weddle

Alireza Doostan

Corey R. Randall

Andrew M. Colclasure

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Papers citing "PINN surrogate of Li-ion battery models for parameter inference. Part II: Regularization and application of the pseudo-2D model"

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Title
PINN surrogate of Li-ion battery models for parameter inference. Part I: Implementation and multi-fidelity hierarchies for the single-particle model M. Hassanaly Peter J. Weddle Ryan N. King Subhayan De Alireza Doostan Corey R. Randall Eric J. Dufek Andrew M. Colclasure Kandler Smith 50 9 0 28 Dec 2023
Learning from Integral Losses in Physics Informed Neural Networks Ehsan Saleh Saba Ghaffari Timothy Bretl Luke N. Olson Matthew West PINN AI4CE 70 4 0 27 May 2023
Physics-Informed Deep Neural Operator Networks S. Goswami Aniruddha Bora Yue Yu George Karniadakis PINN AI4CE 87 106 0 08 Jul 2022
Adversarial sampling of unknown and high-dimensional conditional distributions M. Hassanaly Andrew Glaws Karen Stengel Ryan N. King GAN 59 21 0 08 Nov 2021
Estimating State of Charge for xEV batteries using 1D Convolutional Neural Networks and Transfer Learning A. Bhattacharjee Ashu Verma S. Mishra T. Saha 21 99 0 02 Nov 2020
Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro Du Phan Neeraj Pradhan M. Jankowiak 58 358 0 24 Dec 2019
DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators Lu Lu Pengzhan Jin George Karniadakis 248 2,131 0 08 Oct 2019
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 166 2,808 0 20 Feb 2015
The No-U-Turn Sampler: Adaptively Setting Path Lengths in Hamiltonian Monte Carlo Matthew D. Hoffman Andrew Gelman 165 4,304 0 18 Nov 2011