Recurrent neural network modeling of the large deformation of lithium-ion battery cells

Using neural networks to represent von Mises plasticity with isotropic hardening

(2020) Annan Zhang et al.   INTERNATIONAL JOURNAL OF PLASTICITY

On the Potential of Recurrent Neural Networks For Modeling Path Dependent Plasticity

(2020) Maysam B. Gorji et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Neural network model describing the temperature- and rate-dependent stress-strain response of polypropylene

(2020) Benoit Jordan et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Deep learning for plasticity and thermo-viscoplasticity

(2020) Diab W. Abueidda et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Incorporating crystallinity distributions into a thermo-mechanically coupled constitutive model for semi-crystalline polymers

(2020) S. Felder et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Strain rate and temperature dependent fracture of aluminum alloy 7075: Experiments and neural network modeling

(2020) Kedar S. Pandya et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Machine-learning based temperature- and rate-dependent plasticity model: Application to analysis of fracture experiments on DP steel

(2019) Xueyang Li et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Electro-chemo-mechanical simulation for lithium ion batteries across the scales

(2019) Tobias Hofmann et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Deformation and failure of lithium-ion batteries treated as a discrete layered structure

(2019) Juner Zhu et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Prediction of shear crack formation of lithium-ion batteries under rod indentation: Comparison of seven failure criteria

(2019) Junhe Lian et al.   ENGINEERING FRACTURE MECHANICS

Mechanism of strengthening of battery resistance under dynamic loading

(2019) Juner Zhu et al.   INTERNATIONAL JOURNAL OF IMPACT ENGINEERING

Necking-induced fracture prediction using an artificial neural network trained on virtual test data

(2019) Lars Greve et al.   ENGINEERING FRACTURE MECHANICS

Deep learning predicts path-dependent plasticity

(2019) M. Mozaffar et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Experiments and 3D detailed modeling for a pouch battery cell under impact loading

(2019) Zhexin Pan et al.   Journal of Energy Storage

Coupled chemo-mechanical modeling of fracture in polycrystalline cathode for lithium-ion battery

(2019) Avtar Singh et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Elastically-isotropic truss lattice materials of reduced plastic anisotropy

(2018) Thomas Tancogne-Dejean et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Failure in lithium-ion batteries under transverse indentation loading

(2018) Seung Hyun Chung et al.   JOURNAL OF POWER SOURCES

Stress-state and strain-rate dependent ductile fracture of dual and complex phase steel

(2018) Borja Erice et al.   MECHANICS OF MATERIALS

Adhesion strength of the cathode in lithium-ion batteries under combined tension/shear loadings

(2018) Hailing Luo et al.   RSC Advances

A deep material network for multiscale topology learning and accelerated nonlinear modeling of heterogeneous materials

(2018) Zeliang Liu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A defect-based viscoplastic model for large-deformed thin film electrode of lithium-ion battery

(2018) Yong Li et al.   INTERNATIONAL JOURNAL OF PLASTICITY

A detailed computational model for cylindrical lithium-ion batteries under mechanical loading: From cell deformation to short-circuit onset

(2018) Lubing Wang et al.   JOURNAL OF POWER SOURCES

DAMASK – The Düsseldorf Advanced Material Simulation Kit for modeling multi-physics crystal plasticity, thermal, and damage phenomena from the single crystal up to the component scale

(2018) F. Roters et al.   COMPUTATIONAL MATERIALS SCIENCE

An electrochemical-irradiated plasticity model for metallic electrodes in lithium-ion batteries

(2017) Zengsheng Ma et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Deformation and failure characteristics of four types of lithium-ion battery separators

(2016) Xiaowei Zhang et al.   JOURNAL OF POWER SOURCES

Microscale failure mechanisms leading to internal short circuit in Li-ion batteries under complex loading scenarios

(2016) Elham Sahraei et al.   JOURNAL OF POWER SOURCES

The Use of genetic algorithm and neural network to predict rate-dependent tensile flow behaviour of AA5182-O sheets

(2016) Arash Jenab et al.   MATERIALS & DESIGN

Damage of cells and battery packs due to ground impact

(2014) Yong Xia et al.   JOURNAL OF POWER SOURCES

Extension of homogeneous anisotropic hardening model to cross-loading with latent effects

(2012) Frédéric Barlat et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Mechanical testing and macro-mechanical finite element simulation of the deformation, fracture, and short circuit initiation of cylindrical Lithium ion battery cells

(2012) Lars Greve et al.   JOURNAL OF POWER SOURCES

Modeling and short circuit detection of 18650 Li-ion cells under mechanical abuse conditions

(2012) Elham Sahraei et al.   JOURNAL OF POWER SOURCES

An alternative to kinematic hardening in classical plasticity

(2011) Frédéric Barlat et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Calibration and finite element simulation of pouch lithium-ion batteries for mechanical integrity

(2011) Elham Sahraei et al.   JOURNAL OF POWER SOURCES