Drivaernet: A parametric car dataset for data-driven aerodynamic design and graph-based drag prediction

M Elrefaie, A Dai, F Ahmed - arXiv preprint arXiv:2403.08055, 2024 - arxiv.org
This study introduces DrivAerNet, a large-scale high-fidelity CFD dataset of 3D industry-
standard car shapes, and RegDGCNN, a dynamic graph convolutional neural network …

DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks

M Elrefaie, F Morar, A Dai, F Ahmed - arXiv preprint arXiv:2406.09624, 2024 - arxiv.org
We present DrivAerNet++, the largest and most comprehensive multimodal dataset for
aerodynamic car design. DrivAerNet++ comprises 8,000 diverse car designs modeled with …