A comparative study of data-driven thermal fault prediction using machine learning algorithms in air-cooled cylindrical Li-ion battery modules

RK Daniels, V Kumar, A Prabhakar - Renewable and Sustainable Energy …, 2025 - Elsevier
Failure to mitigate thermal runaway (TR) early can result in TR propagation due to cell-to-
cell heat interactions, resulting in module/pack fires. In this study, a comparative …

Experimental and numerical investigation on the effect of cell arrangement on thermal runaway propagation in air cooled cylindrical Li-ion battery modules

RK Daniels, A Prabhakar - Journal of Energy Storage, 2023 - Elsevier
Given the increasing popularity of electric vehicles, it is crucial to deploy safe battery packs,
as even minor flaws can lead to catastrophic accidents and thermal runaway (TR). In this …

Thermal runaway fault prediction in air-cooled lithium-ion battery modules using machine learning through temperature sensors placement optimization

RK Daniels, V Kumar, SS Chouhan, A Prabhakar - Applied Energy, 2024 - Elsevier
The rise of severe accidents caused due to thermal runaway (TR) and its propagation in
lithium-ion battery (LiB) modules is one of the most challenging factors that decelerate the …

Untersuchung der Eigenschaften von additiv gefertigten Bauteilen für die Herstellung von Batteriegehäusen von Elektrofahrzeugen

D Vieweger - 2022 - opus4.kobv.de
Durch das enorme Wachstum des Bedarfs an Elektromobilität in Deutschland, aufgrund von
politischen Vorgaben und dem kulturellen Wandel der Gesellschaft, werden auch immer …

Electrochemical-thermal coupled simulation and tab optimization of lithium ion battery based on three-dimensional multi-layer structure

C CHEN, H NIU, R LU, Z LI, L LI… - Energy Storage Science …, 2020 - esst.cip.com.cn
This work focused on the electrochemical-thermal coupled simulation of lithium-ion battery
based on three-dimensional multi-layer structure. Temperature and current characteristics of …