Imagen de Portada

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

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Hassanaly, Malik, Weddle, Peter J., King, Ryan N., De, Subhayan, Doostan, Alireza, Randall, Corey R., Dufek, Eric J., Colclasure, Andrew M., Smith, Kandler
Formato:	Preprint
Publicado:	2023
Materias:	Machine Learning Applied Physics
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

PINN surrogate of Li-ion battery models for parameter inference. Part I: Implementation and multi-fidelity hierarchies for the single-particle model
por: Hassanaly, Malik, et al.
Publicado: (2023)

Neural posterior estimation for scalable and accurate inverse parameter inference in Li-ion batteries
por: Hassanaly, Malik, et al.
Publicado: (2026)

Bi-fidelity Variational Auto-encoder for Uncertainty Quantification
por: Cheng, Nuojin, et al.
Publicado: (2023)

Prediction of Ultrasonic Guided Wave Propagation in Solid-fluid and their Interface under Uncertainty using Machine Learning
por: De, Subhayan, et al.
Publicado: (2021)

Physics-informed neural network surrogate modeling of single particle model for lithium-ion batteries
por: Zhuang, Yi, et al.
Publicado: (2026)

In Situ Training of Implicit Neural Compressors for Scientific Simulations via Sketch-Based Regularization
por: Simpson, Cooper, et al.
Publicado: (2025)

Integration of local and global surrogates for failure probability estimation
por: Gaymann, Audrey, et al.
Publicado: (2026)

Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PET
por: Hassanaly, Ravi, et al.
Publicado: (2024)

On the definition and importance of interpretability in scientific machine learning
por: Rowan, Conor, et al.
Publicado: (2025)

Langevin Bi-fidelity Importance Sampling for Failure Probability Estimation
por: Cheng, Nuojin, et al.
Publicado: (2025)

A Priori Uncertainty Quantification of Reacting Turbulence Closure Models using Bayesian Neural Networks
por: Pash, Graham, et al.
Publicado: (2024)

DiffLiB: High-fidelity differentiable modeling of lithium-ion batteries and efficient gradient-based parameter identification
por: Xu, Weipeng, et al.
Publicado: (2025)

Data-driven nonparametric Li-ion battery ageing model aiming at learning from real operation data -- Part A: Storage operation
por: M., Lucu, et al.
Publicado: (2026)

Data-driven nonparametric Li-ion battery ageing model aiming at learning from real operation data -- Part B: Cycling operation
por: M., Lucu, et al.
Publicado: (2026)

Power and temperature dependent model for High Q superconductors
por: Alexander, Ashish, et al.
Publicado: (2022)

Opinion on sustainability-performance relationship: Na-ion batteries versus Li-ion batteries
por: Sangsinsorn, Siripak, et al.
Publicado: (2024)

Health diagnosis and recuperation of aged Li-ion batteries with data analytics and equivalent circuit modeling
por: Made, Riko I, et al.
Publicado: (2023)

Online randomized interpolative decomposition with a posteriori error estimator for temporal PDE data reduction
por: Li, Angran, et al.
Publicado: (2024)

Physics-informed solution reconstruction in elasticity and heat transfer using the explicit constraint force method
por: Rowan, Conor, et al.
Publicado: (2025)

Stochastic Subspace Descent Accelerated via Bi-fidelity Line Search
por: Cheng, Nuojin, et al.
Publicado: (2025)

Lithium-ion battery modelling for nonisothermal conditions
por: Schloms, Felix, et al.
Publicado: (2024)

Efficient parameter inference in networked dynamical systems via steady states: A surrogate objective function approach integrating mean-field and nonlinear least squares
por: Ding, Yanna, et al.
Publicado: (2025)

Assessing parameter identifiability of a hemodynamics PDE model using spectral surrogates and dimension reduction
por: Colebank, Mitchel J.
Publicado: (2025)

One‐step pore diffusion mechanism of Li + in solid electrolyte interphase for fast‐charging lithium‐ion battery
por: Shan Wang, et al.
Publicado: (2024)

Adversarial Multi-Agent Reinforcement Learning for Proactive False Data Injection Detection
por: Chen, Kejun, et al.
Publicado: (2024)

Discovery of False Data Injection Schemes on Frequency Controllers with Reinforcement Learning
por: Prasad, Romesh, et al.
Publicado: (2024)

Neutron-enhanced ion transport in cathode coating of Li-ion batteries
por: Nguyen, Ha M., et al.
Publicado: (2026)

Learning Li-ion battery health and degradation modes from data with aging-aware circuit models
por: Zhou, Zihao, et al.
Publicado: (2024)

Comparing fine-tuning strategies of MACE machine learning force field for modeling Li-ion diffusion in LiF for batteries
por: Alghamdi, Nada, et al.
Publicado: (2025)

Modernizing full posterior inference for surrogate modeling of categorical-output simulation experiments
por: Cooper, Andrew, et al.
Publicado: (2025)

Anodes for Li‐ion batteries based on titanium fluorides
por: Ekaterina V. Astrova, et al.
Publicado: (2024)

Ensemble WSINDy for Data Driven Discovery of Governing Equations from Laser-based Full-field Measurements
por: Schmid, Abigail C., et al.
Publicado: (2024)

Parameter identification of lithium-ion batteries: a comparative study of various models and optimization techniques for battery modeling
por: Sepúlveda, Johan Sebastian Suarez, et al.
Publicado: (2025)

Battery Imaging Library: 3D EBSD Li-ion battery electrode - Dataset 30
por: Mangum, J., et al.
Publicado: (2025)

Battery Imaging Library: 3D EBSD Li-ion battery electrode - Dataset 56
por: Mangum, J., et al.
Publicado: (2025)

Battery Imaging Library: 3D EBSD Li-ion battery electrode - Dataset 14
por: Mangum, J., et al.
Publicado: (2025)

Battery Imaging Library: 3D EBSD Li-ion battery electrode - Dataset 31
por: Mangum, J., et al.
Publicado: (2025)

Battery Imaging Library: 3D EBSD Li-ion battery electrode - Dataset 69
por: Mangum, J., et al.
Publicado: (2025)

Battery Imaging Library: 3D EBSD Li-ion battery electrode - Dataset 1
por: Mangum, J., et al.
Publicado: (2025)

Electrochemical and mechanical characterization of thermosets as fluorine‐free cathode binders for Li‐ion batteries
por: Shihao Pan, et al.
Publicado: (2024)