Fast Neural Network Predictions from Constrained Aerodynamics Datasets

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Fast Neural Network Predictions from Constrained Aerodynamics Datasets

26 January 2019

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Papers citing "Fast Neural Network Predictions from Constrained Aerodynamics Datasets"

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Title
Implicit Neural Representation For Accurate CFD Flow Field Prediction L. D. Vito Nils Pinnau Simone Dey AI4CE 89 1 0 12 Aug 2024
RANS-PINN based Simulation Surrogates for Predicting Turbulent Flows Shinjan Ghosh Amit Chakraborty Georgia Olympia Brikis Biswadip Dey PINN AI4CE 56 5 0 09 Jun 2023
A Manifold-based Airfoil Geometric-feature Extraction and Discrepant Data Fusion Learning Method Yu Xiang Guannan Zhang Liwei Hu Jun Zhang Wenyong Wang 73 3 0 23 Jun 2022
Demystifying the Data Need of ML-surrogates for CFD Simulations Tongtao Zhang Biswadip Dey Krishna Veeraraghavan Harshad Kulkarni Amit Chakraborty AI4CE 37 5 0 05 May 2022
A Multi-Characteristic Learning Method with Micro-Doppler Signatures for Pedestrian Identification Yu Xiang Yu Huang Ha Xu Guannan Zhang Wenyong Wang 52 2 0 23 Mar 2022
Aerodynamic Data Predictions Based on Multi-task Learning Liwei Hu Yu Xiang Jun Zhang Zifan Shi Wenzheng Wang 57 12 0 15 Oct 2020
Bridging the Gap: Machine Learning to Resolve Improperly Modeled Dynamics Maan Qraitem D. Kularatne Eric Forgoston M. A. Hsieh AI4CE 86 10 0 23 Aug 2020
Flow Field Reconstructions with GANs based on Radial Basis Functions Liwei Hu Wenyong Wang Yu Xiang Jun Zhang AI4CE 74 18 0 11 Aug 2020
Parameter-Conditioned Sequential Generative Modeling of Fluid Flows Jeremy Morton F. Witherden Mykel J. Kochenderfer GAN MedIm AI4CE 35 10 0 14 Dec 2019