One of the factors hindering the scaled application of lithium-ion batteries is their thermal
safety issues. Real-time monitoring of core temperature holds promise in alleviating this …

The safety and reliability of Lithium-ion batteries are increasingly critical, especially as more
products on the market are powered by them. The core temperature of batteries is one of the …

The lithium-ion battery is an important energy storage means, so the monitoring of its state is
very important. In particular, temperature variations of lithium-ion batteries seriously affect …

Temperature prediction of lithium-ion batteries is essential to prevent aging and degradation
of batteries while ensuring safe and reliable operation. The use of simple machine learning …

Aiming to improve the reliability and durability of lithium-ion battery (LIB) systems, a hybrid
electrical circuit model (ECM) and two-dimensional grid long short-term memory (2-D …

For modeling of the non-linear heat generation and thermal effects in Li-ion batteries,
artificial neural networks are a great solution to represent the thermal behavior for the battery …

Heat generation significantly influences the performance of lithium-ion batteries and also
hinders the application of them. Precise prediction of battery temperature can offer …

Temperature monitoring is critical for estimating the available capacity of Lithium‐ion
batteries. In electric vehicle applications using large‐scale battery packs, monitoring …

Physics-based models for battery temperature prediction are often not suitable for online
applications due to the large number of fitted parameters, low fidelity results from parameter …

The temperature of lithium-ion batteries (LIBs) is a critical factor that significantly impacts the
performance of the battery. One of the essential roles of the battery management system …