Computational Fluid Dynamics

Also known as CFD

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23 papers in the last four weeks, up 667% on the four weeks before. 0.2% of all new papers.

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  1. Conditional Flow Matching for Generation of 3D Multi-variable Instantaneous Urban Microclimate Fields

    Oct 7, 2026Peng Liu, Shaoxiang Qin, Theodore Potsis +3Computational Fluid DynamicsConditional Flow Matching

    Concordia University, Centre for Zero Energy Building Studies, Department of Building, Civil and Environmental Engineering, Montreal H3G 1M8, Canada · McGill University, School of Computer Science, Montreal, H3A 0E9, Canada

  2. Cross-Domain Pretraining for Steady-State Neural CFD Surrogates

    Oct 7, 2026Anthony Zhou, Amir Barati Farimani, Shirley Ho +1Cross-Domain GeneralizationPDE Surrogate Modeling

    Carnegie Mellon University · New York University · Polymathic AI +4

  3. PoreML: A Data-Driven Framework for Learning Multiphase Flow in Porous Media

    Oct 7, 2026Chunyang Wang, Mingrui Zhang, Yuyan Zhang +5Neural Surrogate ModelingComputational Fluid Dynamics

    Imperial College London · Stanford University · EarthFlow AI, Inc. +1

  4. End-to-End Autonomous Recursive Arborescence Deformable Flow and Non-Linear Hemodynamics for Patient-Specific Coronary Centerline Extraction

    Oct 5, 2026Zeyu Jia, Xin MingCoronary AngiographyComputational Fluid Dynamics

    School of Biomedical Engineering and Technology, Tianjin Medical University, Tianjin 300070, China

  5. Advectra: Asymmetric Latent Transport for Non-Stationary Physics

    Oct 4, 2026Nodens Koren, Thomas Hofmann, Georgios KissasPDE Operator LearningNeural Operators

    Department of Computer Science ETH Zürich Zürich, Switzerland · Swiss Data Science Center ETH Zürich Zürich, Switzerland

  6. Do Better Scores Mean Better Physics? Physics-Grounded Explanations for Sim2Real Neural Operators

    Sep 30, 2026Somyajit Chakraborty, Xizhong ChenNeural Surrogate ModelingExplainable Artificial Intelligence

    State Key Laboratory of Synergistic Chem-Bio Synthesis, Department of Chemical Engineering, School of Chemistry and Chemical Engineering, Shanghai Jiao Tong University, Shanghai 200240, People’s Republic of China

  7. Physics-Informed Method of Group Data Handling: Adaptive Construction of Functional Representations with an Application to the Navier-Stokes Equations

    Sep 30, 2026Mykhailo MininNeural PDE SolversPhysics-Informed ML

    JSC KIEP, Kyiv, Ukraine

  8. Scale-Split Neural Operator for Memory- and Data-Efficient 3D Turbulence Prediction

    Sep 30, 2026Shaoxiang Qin, Yucheng Zhao, Zongyi Li +2PDE Surrogate ModelingNeural Operators

    University of Tennessee, Knoxville · McGill University · New York University +1

  9. Warm-starting PDE solvers with any-dimensional machine learning

    Sep 30, 2026Wilson G. Gregory, George A. Kevrekidis, Ben Blum-Smith +1Neural PDE SolversPDE Surrogate Modeling

    Department of Statistics and Irving Institute for Cancer Dynamics, Columbia University · Division of Applied Mathematics, Brown University · Department of Applied Mathematics and Statistics, Johns Hopkins University

  10. SHIFT-Truck: A High-Fidelity Aerodynamics Dataset and Benchmark for Pickup Trucks

    Sep 29, 2026Riddhiman Raut, Yin Yu, Aashwin Anand Mishra +4Neural Surrogate ModelingDistribution Shift Robustness

    Luminary, San Mateo, CA, USA · Department of Aeronautics and Astronautics, Stanford University, Stanford, CA, USA

  11. CANTO: CAD-Native Transformer Operators for AI-Aided Engineering

    Sep 29, 2026Daniel Leibovici, Nikola Borislavov Kovachki, Dawon Ahn +8PDE Surrogate ModelingNeural Operators

    NVIDIA

  12. Physics and Data Driven Transformer-Mamba Framework for Flow Field

    Sep 24, 2026Zhuo Zhang, Shun Zou, Canqun Yang +1PDE Surrogate ModelingPDE Operator Learning

    College of Computer Science and Technology, National University of Defense Technology, Changsha, China · College of Artificial Intelligence, Nanjing Agricultural University, NanJing, China · National SuperComputer Center in Tianjin, Binhai New Area, Tianjin, China +1

  13. CFD Correction of Open Tip Clearance Flow in a Compressor Cascade Using VAE Latent Space Adaptation

    Sep 23, 2026Xiang Zuo, Hefang Deng, Caiyan Chen +4Variational AutoencodersComputational Fluid Dynamics

    School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China · Global Institute of Future Technology, Shanghai Jiao Tong University, Shanghai 200240, China

  14. The Neural Forcing for Three-Dimensional Incompressible Navier-Stokes finite time blowup

    Sep 20, 2026Beibei LiDynamical SystemsComputational Fluid Dynamics

  15. Semi-automated reconstruction of indoor geometry from 360-degree video for CFD-based airflow analysis in classrooms

    Sep 20, 2026Dhruv Gamdha, James Afful, Shambhavi Joshi +3Panoramic 3D Reconstruction3D Reconstruction

    Department of Mechanical Engineering, Iowa State University, Ames, IA 50011, USA · Department of Architecture, Iowa State University, Ames, IA 50011, USA

  16. How Does Distribution Shift Shape Pretraining Gains in Neural PDE Surrogates?

    Sep 17, 2026Pochinapeddi Sai Bhargav, Nithin Somasekharan, Rohit Sunil Kanchi +2Distribution Shift RobustnessPDE Surrogate Modeling

    Rensselaer Polytechnic Institute Troy, NY 12180 · University of Tennessee Knoxville, TN 37996

  17. Well-posedness of neural turbulence closures and tangent dissipation

    Sep 17, 2026Zhen Zhang, George Em KarniadakisNeural PDE SolversComputational Fluid Dynamics

    Division of Applied Mathematics, Brown University, Providence, RI 02912, USA

  18. Neural Field Ensembles for Aerodynamic Surface Prediction: Winning Solution to the ONERA CRM Wall Distribution 2025 Challenge

    Sep 15, 2026Lionel Salesses, Caroline Sainvitu, Tariq BenamaraNeural Surrogate ModelingImplicit Neural Representations

    Cenaero, Gosselies, Belgium

  19. High-Fidelity Digital Twin Data Models by Randomized Dynamic Mode Decomposition and Deep Learning with Applications in Fluid Dynamics

    Sep 15, 2026Diana A. BistrianNeural Surrogate ModelingReduced-Order Modeling

    University Politehnica Timisoara, Department of Electrical Engineering and Industrial Informatics, Romania

  20. Improving Reduced-Order Rotating Detonation Engine Models with Data Assimilation and Machine Learning

    Sep 14, 2026Ashwin Suriyanarayanan, Romit MaulikData AssimilationReduced-Order Modeling

    School of Mechanical Engineering, Purdue University, West Lafayette, IN-47906

  21. Computer-assisted global regularity across nonlinear families of three-dimensional periodic Navier-Stokes flows

    Sep 14, 2026Jose Luis Lima de Jesus SilvaComputational Fluid Dynamics

    Federal University of Bahia, Department of Geophysics Salvador, BA 40170-115, Brazil · Grupo de Estudos e Aplicação de Inteligência2026 Artificial em Geofísica (GAIA) Federal University of Bahia, Salvador, BA 40170-115, Brazil

  22. Physics Informed Neural Network model for the dynamical study of Abdominal Aortic Aneurysm

    Sep 14, 2026Adrián Robles Arques, Martín Ruiz Fernandez, Javier Sanchis +2Neural PDE SolversPhysics-Informed ML

    Lucentia Research; Instituto Universitario de Investigación en Informática, Universidad de Alicante, Carr. San Vicent del Raspeig, Alicante, 03690, Comunidad Valenciana, España

  23. DU-NO: A Parameter-Efficient Double U-Shaped Neural Operator for Phase-Resolving Wave Modeling

    Sep 14, 2026Enrique Hernandez Noguera, Md Meftahul Ferdaus, Nathan Cooper +2U-NetPDE Operator Learning

    Canizaro-Livingston Gulf States Center for Environmental Informatics, LSU New Orleans, New Orleans, LA, USA · U.S. Naval Research Laboratory, Stennis Space Center, MS, USA

  24. Physics-enriched neural solvers for transient ice-flow simulation

    Sep 14, 2026Thomas Gregov, Sebastian Rosier, Brandon Finley +2Neural Surrogate ModelingNeural PDE Solvers

    Institute of Earth Surface Dynamics, Universit´e de Lausanne, Lausanne, Switzerland · Department of Geography, Universität Zürich, Zürich, Switzerland

  25. Attention Is All You Need (to Avoid Spurious Oscillations)

    Sep 11, 2026Jinyoung Jeong, Joseph B. Choi, Xinlun Cheng +3Neural PDE SolversPDE Solving

    School of Mechanical Engineering & IEDT, Kyungpook National University, Daegu, South Korea · School of Data Science, University of Virginia, Charlottesville, VA 22903, USA · Department of Mechanical Engineering, University of Iowa, Iowa City, Iowa 52242, USA +1

  26. ONE CYLinder: A Benchmark for Graph-Based Surrogate Modeling of Unsteady Bluff-Body Flows

    Sep 8, 2026Théodore Michel, Antoine Campos, Alban Dujardin +3Surrogate ModelingPDE Surrogate Modeling

    Mines Paris PSL University Centre for Material Forming (CEMEF) UMR CNRS, Sophia Antipolis, 06904, France

  27. Distance-Aware Attention and Wall-Distance Expert Routing for Transformer-Based 3D Flow Prediction

    Sep 7, 2026Sanghyeon Kim, Sunwoong Yang, Namwoo KangCross-AttentionMixture of Experts

    Division of Future Vehicle Korea Advanced Institute of Science and Technology Daejeon, 34051, Republic of Korea · Department of Mechanical Engineering Hanyang University Ansan, 15588, Republic of Korea · Cho Chun Shik Graduate School of Mobility Korea Advanced Institute of Science and Technology Narnia Labs Daejeon, 34051, Republic of Korea

  28. Learnable composition for neural operators

    Sep 2, 2026Zituo Chen, Baiming Zhang, Sili DengNeural Surrogate ModelingTransfer Learning

    MIT MechE · University of Toronto

  29. VATO: A Vortex-Force-Aware Transformer Operator for Unsteady Separated Aerofoil Flows

    Sep 1, 2026Xingxin Yang, Zhan Zhang, Yichen Li +1PDE Operator LearningNeural Operators

    aDepartment of Engineering, King’s College London, London, WC2R 2LS, UK

  30. Data-Driven Design Optimization of Streaming-Potential-Mediated Electrokinetic Transport of Viscoelastic Fluids in Microchannels

    Aug 30, 2026Ankan Basu, Sumanta BanerjeeSurrogate-Assisted OptimizationComputational Fluid Dynamics

    Department of Computer Science and Engineering, Jadavpur University, Kolkata, India. · 2*Department of Mechanical Engineering, Heritage Institute ofAug Technology, Kolkata, India.