IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v18y2025i5p1263-d1605398.html
   My bibliography  Save this article

Review of Deterministic and AI-Based Methods for Fluid Motion Modelling and Sloshing Analysis

Author

Listed:
  • Grzegorz Filo

    (Faculty of Mechanical Engineering, Cracow University of Technology, 31-864 Cracow, Poland)

  • Paweł Lempa

    (Faculty of Mechanical Engineering, Cracow University of Technology, 31-864 Cracow, Poland)

  • Konrad Wisowski

    (Faculty of Mechanical Engineering, Cracow University of Technology, 31-864 Cracow, Poland)

Abstract

Contemporary fluid motion modelling techniques, including the phenomenon of liquid sloshing in tanks, are increasingly associated with the use of artificial intelligence methods. In addition to the still frequently used traditional analysis methods and techniques, such as FEM, CFD, VOF and FSI, there is an increasing number of publications that use elements of artificial intelligence. Among others, artificial neural networks and deep learning techniques are used here in the field of prediction and approximation, as well as genetic and other multi-agent algorithms for optimization. This article analyses of the current state of research using the above techniques and the possibilities and main directions of their further development.

Suggested Citation

  • Grzegorz Filo & Paweł Lempa & Konrad Wisowski, 2025. "Review of Deterministic and AI-Based Methods for Fluid Motion Modelling and Sloshing Analysis," Energies, MDPI, vol. 18(5), pages 1-21, March.
    • Handle: RePEc:gam:jeners:v:18:y:2025:i:5:p:1263-:d:1605398
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/18/5/1263/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1996-1073/18/5/1263/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Oana-Maria Balaş & Cristian Vasile Doicin & Elena Corina Cipu, 2023. "Analytical and Numerical Model of Sloshing in a Rectangular Tank Subjected to a Braking," Mathematics, MDPI, vol. 11(4), pages 1-16, February.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.

      Corrections

      All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jeners:v:18:y:2025:i:5:p:1263-:d:1605398. See general information about how to correct material in RePEc.

      If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

      If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

      If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

      For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

      Please note that corrections may take a couple of weeks to filter through the various RePEc services.

      IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.