Thermal runaway fault prediction in air-cooled lithium-ion battery modules using machine learning through temperature sensors placement optimization
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 …
lithium-ion battery (LiB) modules is one of the most challenging factors that decelerate the …
Effect of fin design and continuous cycling on thermal performance of PCM-HP hybrid BTMS for high ambient temperature applications
In the present work, the thermal performance assessment of fins for a Phase Change
Material-Heat Pipe (PCM-HP) based hybrid battery thermal management system (BTMS) for …
Material-Heat Pipe (PCM-HP) based hybrid battery thermal management system (BTMS) for …
Faulty cell prediction accuracy comparison of machine learning algorithms using temperature sensor placement optimization approach in immersion cooled Li-ion …
Immersion cooling is a promising thermal management system for LiBs where the cells are
submerged in a thermally conductive coolant, thus improving heat dissipation and …
submerged in a thermally conductive coolant, thus improving heat dissipation and …
Effect of sawtooth wave distribution plenum with linearly increasing amplitude on the performance of battery thermal management system
Battery heat generation that occurs during battery charging and discharging can lead to
excessive and non-uniform battery temperature in the battery pack. As a result, the battery is …
excessive and non-uniform battery temperature in the battery pack. As a result, the battery is …
Experimental and Numerical Investigation for Optimization of a Hybrid Battery Thermal Management System Based on Phase Change Material and Air Convection
This work presents the design and optimization of a phase change material (PCM)-based
hybrid battery thermal management system (HBTMS). In the first stage, experiments are …
hybrid battery thermal management system (HBTMS). In the first stage, experiments are …