Tag: surrogate model

CFD

A dataset of 2000 steady-state CFD simulations for a liquid-cooled dual-chip pin-fin cold plate, accompanied by a POD-NN surrogate model and code to reproduce all figures in the associated paper.

ScientificML

A 36M-parameter neural network solver for partial differential equations based on U-Net architecture, enabling data-driven solving and prediction of PDE systems

Thermal Management

Proposes a validation-gated multi-agent governance framework enabling thermal-hydraulic surrogate models to adapt online during operating-regime shifts, preventing condition-locking issues in offline-pretrained models.