How is machine learning improving computational fluid dynamics?

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  • Опубліковано 20 бер 2024
  • In this video we provide an overview of emerging trends for computational-fluid-dynamics (CFD) developments enabled by machine learning (ML)!
    ✅Article on perspectives: ieeexplore.ieee.org/abstract/...
    ✅Review paper on ML and CFD: www.nature.com/articles/s4358...
    ✅Article on autoencoders and transformers for reduced-order models (ROMs): www.nature.com/articles/s4146...
    📽️ Video on autoencoders and transformers for reduced-order models (ROMs): • Predicting turbulence ...

КОМЕНТАРІ • 14

  • @alimohammadiqaragoez
    @alimohammadiqaragoez 3 місяці тому +4

    Such an informative video! 👍

  • @Shamansdurx
    @Shamansdurx Місяць тому +1

    Brilliant, thank you.

    • @rvinuesa
      @rvinuesa  Місяць тому +1

      Happy that you enjoyed it!

  • @francesko1763
    @francesko1763 3 місяці тому +1

    Amazing!

  • @boluaygepong5920
    @boluaygepong5920 3 місяці тому +2

    This is amazing

    • @rvinuesa
      @rvinuesa  3 місяці тому +1

      Thank you so much!

  • @didarulhasansaharaj4396
    @didarulhasansaharaj4396 2 місяці тому +1

    Can you suggest what should be the learning pathway for applying ML in CFD? Suppose one is a fresh mechanical engineering graduate and is not a tremendously expert in CFD but has basic understanding of CFD but not much expertise in AI/ML?

    • @rvinuesa
      @rvinuesa  2 місяці тому +1

      I think it is important to have a very strong foundation in fluid mechanics and CFD. Then you can dive into ML and apply methods from the fundamental understanding. Hope this helps!

  • @personxy7443
    @personxy7443 3 місяці тому +1

    Could you recommend some important,typical paper about this?I would like to know more,thank you.

    • @rvinuesa
      @rvinuesa  3 місяці тому +2

      Have a look at this paper: www.nature.com/articles/s43588-022-00264-7

    • @personxy7443
      @personxy7443 3 місяці тому +1

      @@rvinuesa thank you.

  • @samial9784
    @samial9784 3 місяці тому +1

    interesting