The Application of Data-Driven Methods and Physics-Based Learning for Improving Battery Safety

Electrode Degradation in Lithium-Ion Batteries

(2020) Joshua P. Pender et al.   ACS Nano

Closed-loop optimization of fast-charging protocols for batteries with machine learning

(2020) Peter M. Attia et al.   NATURE

Lift & Learn: Physics-informed machine learning for large-scale nonlinear dynamical systems

(2020) Elizabeth Qian et al.   PHYSICA D-NONLINEAR PHENOMENA

Learning the Physics of Pattern Formation from Images

(2020) Hongbo Zhao et al.   PHYSICAL REVIEW LETTERS

A Critical Review of Machine Learning of Energy Materials

(2020) Chi Chen et al.   Advanced Energy Materials

Internal short circuit detection in Li-ion batteries using supervised machine learning

(2020) Arunava Naha et al.   Scientific Reports

Artificial Neural Network‐Based Multi Sensor Monitoring System for Collision Damage Assessment of Lithium‐Ion Battery Cells

(2020) Jian Zhang et al.   Energy Technology

A novel embedded method for in-situ measuring internal multi-point temperatures of lithium ion batteries

(2020) Shengxin Zhu et al.   JOURNAL OF POWER SOURCES

Identifying degradation patterns of lithium ion batteries from impedance spectroscopy using machine learning

(2020) Yunwei Zhang et al.   Nature Communications

Data-driven prediction of battery cycle life before capacity degradation

(2019) Kristen A. Severson et al.   Nature Energy

Modelling and experiments to identify high-risk failure scenarios for testing the safety of lithium-ion cells

(2019) Donal P. Finegan et al.   JOURNAL OF POWER SOURCES

Active learning of uniformly accurate interatomic potentials for materials simulation

(2019) Linfeng Zhang et al.   PHYSICAL REVIEW MATERIALS

Separation of predominant processes in electrochemical impedance spectra of lithium-ion batteries with nickel-manganese-cobalt cathodes

(2019) Pouyan Shafiei Sabet et al.   JOURNAL OF POWER SOURCES

Evolution of the Solid–Electrolyte Interphase on Carbonaceous Anodes Visualized by Atomic-Resolution Cryogenic Electron Microscopy

(2019) William Huang et al.   NANO LETTERS

A mesh-free method for interface problems using the deep learning approach

(2019) Zhongjian Wang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Data-driven health estimation and lifetime prediction of lithium-ion batteries: A review

(2019) Yi Li et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Lithium ion battery electrolyte degradation of field-tested electric vehicle battery cells – A comprehensive analytical study

(2019) Jonas Henschel et al.   JOURNAL OF POWER SOURCES

Passive impedance spectroscopy for monitoring lithium-ion battery cells during vehicle operation

(2019) Bernhard Liebhart et al.   JOURNAL OF POWER SOURCES

Analysis of Manufacturing-Induced Defects and Structural Deformations in Lithium-Ion Batteries Using Computed Tomography

(2018) Yi Wu et al.   Energies

A look into the voltage plateau signal for detection and quantification of lithium plating in lithium-ion cells

(2018) Xiao-Guang Yang et al.   JOURNAL OF POWER SOURCES

A review of safety-focused mechanical modeling of commercial lithium-ion batteries

(2018) Juner Zhu et al.   JOURNAL OF POWER SOURCES

Analysis on the Fault Features for Internal Short Circuit Detection Using an Electrochemical-Thermal Coupled Model

(2018) X. Feng et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

High-throughput density-functional perturbation theory phonons for inorganic materials

(2018) Guido Petretto et al.   Scientific Data

DGM: A deep learning algorithm for solving partial differential equations

(2018) Justin Sirignano et al.   JOURNAL OF COMPUTATIONAL PHYSICS

State-of-charge estimation of Li-ion batteries using deep neural networks: A machine learning approach

(2018) Ephrem Chemali et al.   JOURNAL OF POWER SOURCES

Solving high-dimensional partial differential equations using deep learning

(2018) Jiequn Han et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Characterising thermal runaway within lithium-ion cells by inducing and monitoring internal short circuits

(2017) Donal P. Finegan et al.   Energy & Environmental Science

A Bayesian nonlinear random effects model for identification of defective batteries from lot samples

(2017) Edward Cripps et al.   JOURNAL OF POWER SOURCES

Failure statistics for commercial lithium ion batteries: A study of 24 pouch cells

(2017) Stephen J. Harris et al.   JOURNAL OF POWER SOURCES

Internal Short Circuit Trigger Method for Lithium-Ion Battery Based on Shape Memory Alloy

(2017) Mingxuan Zhang et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

State of Charge and State of Health Estimation Using Electrochemical Acoustic Time of Flight Analysis

(2017) Greg Davies et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Volume, Pressure and Thickness Evolution of Li-Ion Pouch Cells with Silicon-Composite Negative Electrodes

(2017) A. J. Louli et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Multiphase Porous Electrode Theory

(2017) Raymond B. Smith et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

In Situ Observation and Mathematical Modeling of Lithium Distribution within Graphite

(2017) Karen E. Thomas-Alyea et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Degradation of battery separators under charge–discharge cycles

(2017) X. Zhang et al.   RSC Advances

Online internal short circuit detection for a large format lithium ion battery

(2016) Xuning Feng et al.   APPLIED ENERGY

Safety focused modeling of lithium-ion batteries: A review

(2016) S. Abada et al.   JOURNAL OF POWER SOURCES

Origin and hysteresis of lithium compositional spatiodynamics within battery primary particles

(2016) Jongwoo Lim et al.   SCIENCE

Li-ion Battery Separators, Mechanical Integrity and Failure Mechanisms Leading to Soft and Hard Internal Shorts

(2016) Xiaowei Zhang et al.   Scientific Reports

Lithium-ion cell-to-cell variation during battery electric vehicle operation

(2015) Simon F. Schuster et al.   JOURNAL OF POWER SOURCES

Thermal behavior and electrochemical heat generation in a commercial 40 Ah lithium ion pouch cell

(2015) Elke Schuster et al.   JOURNAL OF POWER SOURCES

Effect of Temperature on the Aging rate of Li Ion Battery Operating above Room Temperature

(2015) Feng Leng et al.   Scientific Reports

Detection of Internal Defects in Lithium-Ion Batteries Using Lock-in Thermography

(2015) J. B. Robinson et al.   ECS Electrochemistry Letters

Theory of Chemical Kinetics and Charge Transfer based on Nonequilibrium Thermodynamics

(2013) Martin Z. Bazant   ACCOUNTS OF CHEMICAL RESEARCH