IDEAS home Printed from https://ideas.repec.org/a/eee/matcom/v201y2022icp193-214.html
   My bibliography  Save this article

Intelligent neuro-computing for entropy generated Darcy–Forchheimer​ mixed convective fluid flow

Author

Listed:
  • Raja, M. Asif Zahoor
  • Shoaib, M.
  • Zubair, Ghania
  • Khan, M. Ijaz
  • Punith Gowda, R.J.
  • Prasannakumara, B.C.
  • Guedri, Kamel

Abstract

In the present article, the Darcy–Forchheimer mixed convective flow model (DFMC-FM) is examined by utilizing the algorithm of Levenberg Marquardt with backpropagated artificial neural networks (ALM-BANN). Partial differential equations representing the proposed DFMC-FM are converted to non-linear ordinary differential equations (ODEs) by similarity transformation. These ODEs are solved by Adam numerical method to interpret the reference dataset of ALM-BANN for various scenarios of DFMC-FM by varying curvature parameter, Forchheimer number, chemical reaction parameter, slip parameter, Schmidt number and activation energy parameter. By testing, validation and training process, the solutions for designed DFMC-FM are interpreted. The performance analysis of DFMC-FM is validated through regression analysis, error histogram studies and MSE results. Graphs are given in figures for velocity profile, temperature profile and concentration profile. The velocity and temperature distributions show an increasing behavior with the upsurge in the curvature parameter, whereas the velocity profile decreases with the growth in Forchheimer number and slip parameter. An increase in the chemical reaction parameter and Schmidt number values leads to a decline in concentration profile, but the increase in activation energy parameter increases the concentration profile.

Suggested Citation

  • Raja, M. Asif Zahoor & Shoaib, M. & Zubair, Ghania & Khan, M. Ijaz & Punith Gowda, R.J. & Prasannakumara, B.C. & Guedri, Kamel, 2022. "Intelligent neuro-computing for entropy generated Darcy–Forchheimer​ mixed convective fluid flow," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 201(C), pages 193-214.
  • Handle: RePEc:eee:matcom:v:201:y:2022:i:c:p:193-214
    DOI: 10.1016/j.matcom.2022.05.004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378475422001926
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.matcom.2022.05.004?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Jadoon, Ihtesham & Raja, Muhammad Asif Zahoor & Junaid, Muhammad & Ahmed, Ashfaq & Rehman, Ata ur & Shoaib, Muhammad, 2021. "Design of evolutionary optimized finite difference based numerical computing for dust density model of nonlinear Van-der Pol Mathieu’s oscillatory systems," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 181(C), pages 444-470.
    2. Punith Gowda, R.J. & Al-Mubaddel, Fahad S. & Naveen Kumar, R. & Prasannakumara, B.C. & Issakhov, Alibek & Rahimi-Gorji, Mohammad & Al-Turki, Yusuf A., 2021. "Computational modelling of nanofluid flow over a curved stretching sheet using Koo–Kleinstreuer and Li (KKL) correlation and modified Fourier heat flux model," Chaos, Solitons & Fractals, Elsevier, vol. 145(C).
    3. Nazeer, Mubbashar & Hussain, Farooq & Khan, M. Ijaz & Asad-ur-Rehman, & El-Zahar, Essam Roshdy & Chu, Yu-Ming & Malik, M.Y., 2022. "Theoretical study of MHD electro-osmotically flow of third-grade fluid in micro channel," Applied Mathematics and Computation, Elsevier, vol. 420(C).
    4. Chu, Yu-Ming & Shankaralingappa, B.M. & Gireesha, B.J. & Alzahrani, Faris & Khan, M. Ijaz & Khan, Sami Ullah, 2022. "Combined impact of Cattaneo-Christov double diffusion and radiative heat flux on bio-convective flow of Maxwell liquid configured by a stretched nano-material surface," Applied Mathematics and Computation, Elsevier, vol. 419(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ali Hassan & Qusain Haider & Najah Alsubaie & Fahad M. Alharbi & Abdullah Alhushaybari & Ahmed M. Galal, 2022. "Investigation of Mixed Convection in Spinning Nanofluid over Rotating Cone Using Artificial Neural Networks and BVP-4C Technique," Mathematics, MDPI, vol. 10(24), pages 1-20, December.

    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.
    1. Kalpana, G. & Madhura, K.R. & Kudenatti, Ramesh B., 2022. "Numerical study on the combined effects of Brownian motion and thermophoresis on an unsteady magnetohydrodynamics nanofluid boundary layer flow," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 200(C), pages 78-96.
    2. Naz, Sidra & Raja, Muhammad Asif Zahoor & Kausar, Aneela & Zameer, Aneela & Mehmood, Ammara & Shoaib, Muhammad, 2022. "Dynamics of nonlinear cantilever piezoelectric–mechanical system: An intelligent computational approach," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 196(C), pages 88-113.
    3. Ali, Asgar & Sarkar, Soumitra & Das, Sanatan, 2023. "Bioconvective chemically reactive entropy optimized Cross-nano-material conveying oxytactic microorganisms over a flexible cylinder with Lorentz force and Arrhenius kinetics," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 205(C), pages 1029-1051.
    4. Kumar, Vinay & Murthy, S.V.S.S.N.V.G. Krishna & Kumar, B.V. Rathish, 2023. "Multi-force effect on fluid flow, heat and mass transfer, and entropy generation in a stratified fluid-saturated porous enclosure," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 203(C), pages 328-367.
    5. Farqad T. Najim & Sami Kaplan & Hayder I. Mohammed & Anmar Dulaimi & Azher M. Abed & Raed Khalid Ibrahem & Fadhil Abbas Al-Qrimli & Mustafa Z. Mahmoud & Jan Awrejcewicz & Witold Pawłowski, 2022. "Evaluation of Melting Mechanism and Natural Convection Effect in a Triplex Tube Heat Storage System with a Novel Fin Arrangement," Sustainability, MDPI, vol. 14(17), pages 1, September.
    6. Song, Ying-Qing & Hamid, Aamir & Khan, M. Ijaz & Gowda, R.J. Punith & Kumar, R. Naveen & Prasannakumara, B.C. & Khan, Sami Ullah & Khan, M. Imran & Malik, M.Y., 2021. "Solar energy aspects of gyrotactic mixed bioconvection flow of nanofluid past a vertical thin moving needle influenced by variable Prandtl number," Chaos, Solitons & Fractals, Elsevier, vol. 151(C).
    7. Anwar, Nabeela & Ahmad, Iftikhar & Kiani, Adiqa Kausar & Shoaib, Muhammad & Raja, Muhammad Asif Zahoor, 2024. "Novel intelligent predictive networks for analysis of chaos in stochastic differential SIS epidemic model with vaccination impact," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 219(C), pages 251-283.

    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:eee:matcom:v:201:y:2022:i:c:p:193-214. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/mathematics-and-computers-in-simulation/ .

    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.