Physics-informed neural network approach for heat generation rate estimation of lithium-ion battery under various driving conditions

H Pang, L Wu, J Liu, X Liu, K Liu - Journal of Energy Chemistry, 2023 - Elsevier
Accurate insight into the heat generation rate (HGR) of lithium-ion batteries (LIBs) is one of
key issues for battery management systems to formulate thermal safety warning strategies in …

Modeling and simulation of inhomogeneities in a 18650 nickel-rich, silicon-graphite lithium-ion cell during fast charging

J Sturm, A Rheinfeld, I Zilberman, FB Spingler… - Journal of Power …, 2019 - Elsevier
Recent high-energy lithium-ion batteries contain highly densified electrodes, but they are
expected to endure fast charging without safety compromises or accelerated aging. To …

Experimental and theoretical investigations of heat generation rates for a water cooled LiFePO4 battery

S Panchal, I Dincer, M Agelin-Chaab, R Fraser… - International Journal of …, 2016 - Elsevier
Understanding the rate of heat generation in a lithium-ion cell is critical for its safety and
performance behavior. This paper presents in situ measurements of the heat generation rate …

Insight into heat generation of lithium ion batteries based on the electrochemical-thermal model at high discharge rates

Y Lai, S Du, L Ai, L Ai, Y Cheng, Y Tang… - International Journal of …, 2015 - Elsevier
Lithium ion batteries have a vital role in the commercialization of electric vehicles and plug-
in hybrid vehicles due to their relatively high specific energy and power densities. However …

Modeling of Li-Ion cells for fast simulation of high C-rate and low temperature operations

G Fan, K Pan, M Canova, J Marcicki… - Journal of The …, 2016 - iopscience.iop.org
Abstract Evaluation of Li-ion cell performance and life requires the ability to predict behavior
at extreme conditions, such as low temperatures and high C-rates. Most electrochemical …

An investigation of irreversible heat generation in lithium ion batteries based on a thermo-electrochemical coupling method

S Du, Y Lai, L Ai, L Ai, Y Cheng, Y Tang… - Applied Thermal …, 2017 - Elsevier
Irreversible heat generation plays a dominant role in li-ion batteries, it is thus highly
important to study its evolution in order to adapt the development of electronic devices …

A two-layer real-time optimization control strategy for integrated battery thermal management and hvac system in connected and automated hevs

S Zhao, MR Amini, J Sun, CC Mi - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
With the increase in the capacity and power rating of batteries in today's HEVs and EVs, the
battery thermal management (BTM) system bears growing importance in vehicle safety and …

Current distribution measurements in parallel-connected lithium-ion cylindrical cells under non-uniform temperature conditions

MP Klein, JW Park - Journal of The Electrochemical Society, 2017 - iopscience.iop.org
Understanding internal state non-uniformity that occurs across the electrodes in large-format
Lithium-ion batteries, and among parallel-connected cells, is a critical part of the cell and …

Thermal behavior of full-scale battery pack based on comprehensive heat-generation model

K Yoo, J Kim - Journal of Power Sources, 2019 - Elsevier
In this study, the heat generation and dissipation terms are classified for both irreversible
and reversible heat. The irreversible heat is formulated according to the Joule-heating …

A reduced-order multi-scale, multi-dimensional model for performance prediction of large-format li-ion cells

G Fan, K Pan, GL Storti, M Canova… - Journal of The …, 2016 - iopscience.iop.org
In this paper, a reduced-order, Multi-Scale, Multi-Dimensional (MSMD) model is developed
to achieve accurate and fast simulation of the 2D distribution of thermal and electrochemical …