Integrating machine learning for health prediction and control in over-discharged Li-NMC battery systems

G Naresh, P Thangavelu - Ionics, 2024 - Springer
The global shift towards electric vehicles (EVs) underscores the critical need for reliable
battery performance and safety. Lithium-ion batteries, particularly Li-NMC (lithium nickel …

Advancing structural efficacy and resonance performance of battery enclosures through multi-objective optimization

G Naresh, T Praveenkumar… - Journal of Low …, 2024 - journals.sagepub.com
Pursuing electric mobility has led to a growing demand for efficient battery enclosures that
can withstand dynamic forces and vibrations. This study focuses on advancing the structural …

TDDAM: transformer based deep domain adaptation methodology for lithium-ion battery prognosis

S Yang, R Jia, X Ma, S Li - Engineering Research Express, 2024 - iopscience.iop.org
The status of health (SOH) is a vital indicator to characterize the remaining life of lithium-ion
batteries (LIBs), and precise prognosis of the SOH is of great importance for battery …