DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Prediction

DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Prediction

12 March 2024

Mohamed Elrefaie

Papers citing "DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Prediction"

8 / 8 papers shown

Title
DrivAer Transformer: A high-precision and fast prediction method for vehicle aerodynamic drag coefficient based on the DrivAerNet++ dataset Jiaqi He Xiangwen Luo Yiping Wang AI4CE 30 0 0 11 Apr 2025
Benchmarking Convolutional Neural Network and Graph Neural Network based Surrogate Models on a Real-World Car External Aerodynamics Dataset Sam Jacob Jacob Markus Mrosek C. Othmer Harald Köstler GNN 43 0 0 09 Apr 2025
AI Agents in Engineering Design: A Multi-Agent Framework for Aesthetic and Aerodynamic Car Design Mohamed Elrefaie Janet Qian Raina Wu Qian Chen Angela Dai Faez Ahmed AI4CE 36 0 0 30 Mar 2025
TripNet: Learning Large-scale High-fidelity 3D Car Aerodynamics with Triplane Networks Qian Chen Mohamed Elrefaie Angela Dai Faez Ahmed 3DPC AI4CE 51 1 0 19 Mar 2025
DoMINO: A Decomposable Multi-scale Iterative Neural Operator for Modeling Large Scale Engineering Simulations Rishikesh Ranade M. A. Nabian Kaustubh Tangsali Alexey Kamenev O. Hennigh Ram Cherukuri S. Choudhry AI4CE 78 2 0 23 Jan 2025
AhmedML: High-Fidelity Computational Fluid Dynamics Dataset for Incompressible, Low-Speed Bluff Body Aerodynamics Neil Ashton Danielle C. Maddix Samuel Gundry Parisa M. Shabestari AI4CE 32 2 0 30 Jul 2024
DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks Mohamed Elrefaie Florin Morar Angela Dai Faez Ahmed PINN AI4CE 53 14 0 13 Jun 2024
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 210 13,886 0 02 Dec 2016