Inverse Modeling: Inferring Battery & Cabin Heat

Scalable Cabin Zoning via Domain Decomposition

Multi-Physics Modeling for Liquid Cooling

Predictive Control for Energy Reduction

Rack-Level Hot Spot Prediction

Hybrid Surrogates for Real-Time Inference

Optimized Sensing with Active Placement

Micro-Scale Thermal Modeling

Physics-Constrained Generative Design

Handling Extreme Transients with PINNs

Reliability via Multi-Physics Simulation

Adaptive Loss Balancing for Robustness