Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Homogenization-Informed Convolutional Neural Networks for Estimation of Li-ion Battery Effective Properties

Journal Article · · Transport in Porous Media

Not provided.

Research Organization:
San Diego State Univ., CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
DOE Contract Number:
SC0014227
OSTI ID:
2420333
Journal Information:
Transport in Porous Media, Journal Name: Transport in Porous Media Journal Issue: 2 Vol. 145; ISSN 0169-3913
Publisher:
Springer
Country of Publication:
United States
Language:
English

References (73)

On the origin and application of the Bruggeman correlation for analysing transport phenomena in electrochemical systems journal May 2016
Multi-Domain Modeling of Lithium-Ion Batteries Encompassing Multi-Physics in Varied Length Scales journal January 2011
Direct Measurements of Effective Ionic Transport in Porous Li-Ion Electrodes journal December 2012
Modeling and simulation of lithium-ion batteries journal September 2011
The use of mathematical modeling in the design of lithium/polymer battery systems journal October 1995
On Veracity of Macroscopic Lithium-Ion Battery Models journal January 2015
An Analytical Method to Determine Tortuosity in Rechargeable Battery Electrodes journal January 2012
Prediction of effective diffusivity of porous media using deep learning method based on sample structure information self-amplification journal November 2020
The influence of the sigmoid function parameters on the speed of backpropagation learning book January 1995
Micro-Scale Modeling of Li-Ion Batteries: Parameterization and Validation journal January 2012
Predicting permeability from 3D rock images based on CNN with physical information journal March 2022
Optimal charging of batteries via a single particle model with electrolyte and thermal dynamics conference July 2016
Comparative Study of Traditional and Deep-Learning Denoising Approaches for Image-Based Petrophysical Characterization of Porous Media journal January 2022
FIB/SEM-based calculation of tortuosity in a porous LiCoO2 cathode for a Li-ion battery journal February 2013
Validity of the Bruggeman relation for porous electrodes journal October 2013
An Interconnected Observer for Concurrent Estimation of Bulk and Surface Concentration in the Cathode and Anode of a Lithium-ion Battery journal September 2018
PoreFlow-Net: A 3D convolutional neural network to predict fluid flow through porous media journal April 2020
Predicting porosity, permeability, and tortuosity of porous media from images by deep learning journal December 2020
Process noise quantification in Kalman filters with application to electrochemical Lithium-ion battery state estimation conference June 2019
Ensembling neural networks: Many could be better than all journal May 2002
Deep learning in pore scale imaging and modeling journal April 2021
Machine learning toward advanced energy storage devices and systems journal January 2021
Co-estimation of state-of-charge, capacity and resistance for lithium-ion batteries based on a high-fidelity electrochemical model journal October 2016
Quantification and modeling of mechanical degradation in lithium-ion batteries based on nanoscale imaging journal June 2018
Directions in secondary lithium battery research and development journal June 1993
A single particle model with chemical/mechanical degradation physics for lithium ion battery State of Health (SOH) estimation journal February 2018
Experimental measurements of effective diffusion coefficient of oxygen–nitrogen mixture in PEM fuel cell diffusion media journal January 2010
Modeling of Particle-Particle Interactions in Porous Cathodes for Lithium-Ion Batteries journal January 2007
Gradient-based learning applied to document recognition journal January 1998
From Computational Fluid Dynamics to Structure Interpretation via Neural Networks: An Application to Flow and Transport in Porous Media journal March 2022
Better Batteries Through Electrochemistry journal June 2014
Enhancing the Performance of Convolutional Neural Networks on Quality Degraded Datasets conference November 2017
Segmentation of experimental datasets via convolutional neural networks trained on phase field simulations journal August 2021
Multiscale modeling of lithium-ion battery electrodes based on nano-scale X-ray computed tomography journal March 2016
Impedance Spectroscopy Characterization of Porous Electrodes under Different Electrode Thickness Using a Symmetric Cell for High-Performance Lithium-Ion Batteries journal February 2015
Estimating Dispersion Coefficient in Flow Through Heterogeneous Porous Media by a Deep Convolutional Neural Network journal September 2021
Dynamic evolution of cathode electrolyte interphase (CEI) on high voltage LiCoO2 cathode and its interaction with Li anode journal September 2018
Effects of Diffusive Charge Transfer and Salt Concentration Gradient in Electrolyte on Li-ion Battery Energy and Power Densities journal April 2014
Image based modelling of microstructural heterogeneity in LiFePO 4 electrodes for Li-ion batteries journal February 2014
Evaluation of the relationship between cathode microstructure and electrochemical behavior for SOFCs journal February 2009
Modeling, estimation, and control challenges for lithium-ion batteries conference June 2010
Effect of Porosity on the Thick Electrodes for High Energy Density Lithium Ion Batteries for Stationary Applications journal November 2016
Eulerian kinematics of flow through spatially periodic models of porous media journal September 1989
Tortuosity Anisotropy in Lithium-Ion Battery Electrodes journal October 2013
Imaging of 3D morphological evolution of nanoporous silicon anode in lithium ion battery by X-ray nano-tomography journal October 2018
Multiscale modeling approach to determine effective lithium-ion transport properties conference May 2017
Modeling of Galvanostatic Charge and Discharge of the Lithium/Polymer/Insertion Cell journal January 1993
Quantification of SOFC anode microstructure based on dual beam FIB-SEM technique journal February 2010
Applicability regimes for macroscopic models of reactive transport in porous media journal March 2011
Tensorial effective transport properties of Li-ion battery separators elucidated by computational multiscale modeling journal October 2021
Predicting Effective Diffusivity of Porous Media from Images by Deep Learning journal December 2019
A Data-Driven Multiscale Framework to Estimate Effective Properties of Lithium-Ion Batteries from Microstructure Images journal July 2020
Data driven analytics of porous battery microstructures journal January 2021
Three-dimensional high resolution X-ray imaging and quantification of lithium ion battery mesocarbon microbead anodes journal February 2014
Electrochemical characterization and post-mortem analysis of aged LiMn2O4–Li(Ni0.5Mn0.3Co0.2)O2/graphite lithium ion batteries. Part I: Cycle aging journal April 2014
Lithium-Ion Battery State Estimation for a Single Particle Model with Intercalation-Induced Stress conference June 2018
Electrochemical characterization and post-mortem analysis of aged LiMn2O4–NMC/graphite lithium ion batteries part II: Calendar aging journal July 2014
Battery State Estimation for a Single Particle Model With Electrolyte Dynamics journal March 2017
A multi-scale approach to material modeling of fuel cell diffusion media journal March 2011
Porous-electrode theory with battery applications journal January 1975
Comparison of three-dimensional analysis and stereological techniques for quantifying lithium-ion battery electrode microstructures: COMPARISON AND TECHNIQUES FOR QUANTIFYING LITHIUM-ION BATTERY journal March 2016
Materials Challenges Facing Electrical Energy Storage journal April 2008
Tortuosity characterization of 3D microstructure at nano-scale for energy storage and conversion materials journal March 2014
Measurement of three-dimensional microstructure in a LiCoO2 positive electrode journal April 2011
Microstructural effects on the average properties in porous battery electrodes journal March 2016
Quantifying the anisotropy and tortuosity of permeable pathways in clay-rich mudstones using models based on X-ray tomography journal November 2017
Characterization of the 3-dimensional microstructure of a graphite negative electrode from a Li-ion battery journal March 2010
Nondestructive Nanoscale 3D Elemental Mapping and Analysis of a Solid Oxide Fuel Cell Anode journal January 2010
Computationally Efficient Multiscale Neural Networks Applied to Fluid Flow in Complex 3D Porous Media journal May 2021
Labeled Image Dataset of Generated Porous Electrode Microstructures and Calculated Transport Parameters for Neural Network Training dataset January 2022
Resolving the Discrepancy in Tortuosity Factor Estimation for Li-Ion Battery Electrodes through Micro-Macro Modeling and Experiment journal January 2018
Linking Morphology of Porous Media to Their Macroscopic Permeability by Deep Learning journal October 2019
Issues and challenges facing rechargeable lithium batteries journal November 2001

Similar Records

A Data-Driven Multiscale Framework to Estimate Effective Properties of Lithium-Ion Batteries from Microstructure Images
Journal Article · 2020 · Transport in Porous Media · OSTI ID:1802589

Improving Precipitation Estimation Using Convolutional Neural Network
Journal Article · 2019 · Water Resources Research · OSTI ID:1613789

PERSIANN-CNN: Precipitation Estimation from Remotely Sensed Information Using Artificial Neural Networks–Convolutional Neural Networks
Journal Article · 2019 · Journal of Hydrometeorology · OSTI ID:1575959

Related Subjects