Fully Data-Driven Solving of Aerofoil-Wind Interactions in a Single Training of a Single Multi-Output DeepONet

Research output: Contribution to conferencePosterpeer-review

Abstract

In this note we demonstrate how a multi-output DeepONet can be trained using just Colab-Pro to simultaneously solve for the wind, pressure and viscosity fields around varying aerofoil shapes and inlet velocities, as given in the AirfRANS dataset. We get within one order of magnitude of the baselines using just 15% of the data as used by them.
Original languageEnglish
Publication statusPublished - 2024
EventAdvances in Data Science and Artificial Intelligence Conference - , United Kingdom
Duration: 3 Jun 20244 Jun 2024
https://www.idsai.manchester.ac.uk/connect/events/conference/idsai-conference-2024/

Conference

ConferenceAdvances in Data Science and Artificial Intelligence Conference
Country/TerritoryUnited Kingdom
Period3/06/244/06/24
Internet address

Keywords

  • aeronautics
  • fluid dynamics
  • deep-learning

Research Beacons, Institutes and Platforms

  • Energy
  • Institute for Data Science and AI
  • Christabel Pankhurst Institute

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  • MCAIF: Centre for AI Fundamentals

    Kaski, S. (PI), Alvarez, M. (Researcher), Pan, W. (Researcher), Mu, T. (Researcher), Rivasplata, O. (PI), Sun, M. (PI), Mukherjee, A. (PI), Caprio, M. (PI), Sonee, A. (Researcher), Leroy, A. (Researcher), Wang, J. (Researcher), Lee, J. (Researcher), Parakkal Unni, M. (Researcher), Sloman, S. (Researcher), Menary, S. (Researcher), Quilter, T. (Researcher), Hosseinzadeh, A. (PGR student), Mousa, A. (PGR student), Glover, E. (PGR student), Das, A. (PGR student), DURSUN, F. (PGR student), Zhu, H. (PGR student), Abdi, H. (PGR student), Dandago, K. (PGR student), Piriyajitakonkij, M. (PGR student), Rachman, R. (PGR student), Shi, X. (PGR student), Keany, T. (PGR student), Liu, X. (PGR student), Jiang, Y. (PGR student), Wan, Z. (PGR student), Harrison, M. (Support team), Machado, M. (Support team), Hartford, J. (PI), Kangin, D. (Researcher), Harikumar, H. (PI), Dubey, M. (PI), Parakkal Unni, M. (PI), Dash, S. P. (PGR student), Mi, X. (PGR student) & Barlas, Y. (PGR student)

    1/10/2130/09/26

    Project: Research

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