Physics-Informed CNN for Battery Pack Temperature Fields
Thermal Management / Physics-Informed ML
A physics-informed convolutional neural network whose loss encodes the finite-difference heat conduction equation, used as a surrogate for the temperature field of a liquid-cooled battery pack and more accurate than a purely data-driven model trained on the same data.
arXiv preprint (copyright held by authors) Thermal ManagementPINNBattery