MINN: Learning the dynamics of differential-algebraic equations and application to battery modeling

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MINN: Learning the dynamics of differential-algebraic equations and application to battery modeling

27 April 2023

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Papers citing "MINN: Learning the dynamics of differential-algebraic equations and application to battery modeling"

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Title
Diagnostic-free onboard battery health assessment Yunhong Che Vivek N. Lam Jinwook Rhyu Joachim Schaeffer Minsu Kim M. Bazant W. Chueh R. D. Braatz 86 0 0 10 Mar 2025
Neural Port-Hamiltonian Differential Algebraic Equations for Compositional Learning of Electrical Networks Cyrus Neary Nathan Tsao Ufuk Topcu 152 2 0 15 Dec 2024
Physics-informed machine learning of redox flow battery based on a two-dimensional unit cell model Wenqian Chen Yu-Hang Fu P. Stinis PINN 67 12 0 31 May 2023
Characterizing possible failure modes in physics-informed neural networks Aditi S. Krishnapriyan A. Gholami Shandian Zhe Robert M. Kirby Michael W. Mahoney PINN AI4CE 121 649 0 02 Sep 2021
Predicting battery end of life from solar off-grid system field data using machine learning A. Aitio David A. Howey 47 79 0 29 Jul 2021
High-performance symbolic-numerics via multiple dispatch Shashi Gowda Yingbo Ma Alessandro Cheli Maja Gwóźdź Viral B. Shah Alan Edelman Chris Rackauckas 74 65 0 09 May 2021
Revealing hidden dynamics from time-series data by ODENet Pipi Hu Wuyue Yang Yi Zhu L. Hong AI4TS 136 35 0 11 May 2020
DeepXDE: A deep learning library for solving differential equations Lu Lu Xuhui Meng Zhiping Mao George Karniadakis PINN AI4CE 101 1,554 0 10 Jul 2019
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 501 5,179 0 19 Jun 2018
Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems M. Raissi P. Perdikaris George Karniadakis PINN 158 266 0 04 Jan 2018
Physics Informed Deep Learning (Part II): Data-driven Discovery of Nonlinear Partial Differential Equations M. Raissi P. Perdikaris George Karniadakis PINN AI4CE 101 615 0 28 Nov 2017
Physics Informed Deep Learning (Part I): Data-driven Solutions of Nonlinear Partial Differential Equations M. Raissi P. Perdikaris George Karniadakis PINN AI4CE 119 933 0 28 Nov 2017
Gaussian Error Linear Units (GELUs) Dan Hendrycks Kevin Gimpel 182 5,067 0 27 Jun 2016
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,438 0 03 Jun 2014