IDEAS home Printed from https://ideas.repec.org/a/eee/chsofr/v199y2025ip3s0960077925009038.html

Machine learning based modeling of pollutant and heat transfer in ternary nanofluid flow through porous media

Author

Listed:
  • Haider, Ali
  • Ayub, Assad
  • Yuan, Zhanbin
  • Nie, Yufeng
  • Anwar, M.S.
  • Saidani, Taoufik
  • Muhammad, Taseer

Abstract

Significance: This study provides a novel approach to optimizing thermal and mass transfer in magnetically controlled ternary hybrid nanofluids using an Artificial Neural Network (ANN) framework. The ANN-based predictive model improves computational efficiency, and it makes the findings highly relevant for applications in environmental pollution control, industrial heat exchangers, and advanced cooling systems.

Suggested Citation

  • Haider, Ali & Ayub, Assad & Yuan, Zhanbin & Nie, Yufeng & Anwar, M.S. & Saidani, Taoufik & Muhammad, Taseer, 2025. "Machine learning based modeling of pollutant and heat transfer in ternary nanofluid flow through porous media," Chaos, Solitons & Fractals, Elsevier, vol. 199(P3).
    • Handle: RePEc:eee:chsofr:v:199:y:2025:i:p3:s0960077925009038
    DOI: 10.1016/j.chaos.2025.116890
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960077925009038
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.chaos.2025.116890?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Li, Yan-Fu & Zhao, Wei & Zhang, Chen & Ye, Jiantao & He, Huiru, 2024. "A study on the prediction of service reliability of wireless telecommunication system via distribution regression," Reliability Engineering and System Safety, Elsevier, vol. 250(C).
    2. Nadeem, Muhammad & Franco, Admilson T. & Siddique, Imran & Garcia-Blanco, Yamid J. & Quitian-Ardila, Luis H. & Khan, Rizwan, 2025. "Role of electroosmotic and Darcy-Forchheimer Law on magnetohydrodynamic Williamson hybrid nanofluid flow over a moving thin needle," Chaos, Solitons & Fractals, Elsevier, vol. 192(C).
    3. Bixapathi, Sapavat & Babu, A. Benerji, 2025. "Influence of internal heat and chemical reaction on magneto-convection in a Jeffrey fluid under magnetic field modulation," Chaos, Solitons & Fractals, Elsevier, vol. 194(C).
    4. Razzaq, Raheela & Khan, Zeeshan & Abrar, M.N. & Almohsen, Bandar & Farooq, Umer, 2025. "Chemical reaction and radiation analysis for the MHD Casson nanofluid fluid flow using artificial intelligence," Chaos, Solitons & Fractals, Elsevier, vol. 190(C).
    5. Umar Nazir & Muhammad Sohail & Muhammad Bilal Hafeez & Marek Krawczuk, 2021. "Significant Production of Thermal Energy in Partially Ionized Hyperbolic Tangent Material Based on Ternary Hybrid Nanomaterials," Energies, MDPI, vol. 14(21), pages 1-20, October.
    6. Shao, Yabin & Pasha, Amjad Ali & Raja, Muhammad Asif Zahoor & Arshad, Zohaib & Shah, Zahoor & Abbasi, Imran & Khan, Waqar Azeem & Alam, Md Mottahir & Ansari, Mohammed Istafaul Haque, 2025. "Optimizing the thermo-fluidic properties of ternary hybrid nanofluid for appliance of solar energy through an artificial intelligence integrated numerical solver technique," Chaos, Solitons & Fractals, Elsevier, vol. 192(C).
    7. Hussain, Mohib & Lin, Du & Waqas, Hassan & Ali, Bagh & Shah, Nehad Ali, 2025. "Machine learning-integrated computational analysis on a blood-based ternary nanofluid flow in a stenosed artery with the artificial neural networks and modified finite difference approach," Chaos, Solitons & Fractals, Elsevier, vol. 199(P1).
    8. Ali, Imtiaz & Rasheed, Amer & Anwar, Muhammad Shoaib & Irfan, Muhammad & Hussain, Zakir, 2021. "Fractional calculus approach for the phase dynamics of Josephson junction," Chaos, Solitons & Fractals, Elsevier, vol. 143(C).
    9. Jamaludin, Anuar & Nazar, Roslinda & Pop, Ioan, 2022. "Mixed convection stagnation-point flow of Cross fluid over a shrinking sheet with suction and thermal radiation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 585(C).
    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.
    1. Alshanbari, Huda M. & Bukhari, Ayaz Hussain & Almazah, Mohammed M.A. & Y.Al-Rezami, A., 2025. "A dynamic rescaled activation kernel network for chaotic pattern recognition and early disability risk mitigation as a biomarker in cancer classification," Chaos, Solitons & Fractals, Elsevier, vol. 201(P2).
    2. Dui, Hongyan & Zhai, Jiabao & Fu, Xiuwen, 2025. "Attack strategies and reliability analysis of Wireless Mesh Networks considering cascading failures," Reliability Engineering and System Safety, Elsevier, vol. 257(PA).
    3. Hossain, Sourav & Barik, Swarup & Tsai, Christina W., 2025. "Understanding solute dispersion in EMHD-EOF microchannels: The role of magnetic and electric field interactions," Chaos, Solitons & Fractals, Elsevier, vol. 199(P1).
    4. Nurul Amira Zainal & Roslinda Nazar & Kohilavani Naganthran & Ioan Pop, 2022. "Unsteady Separated Stagnation-Point Flow Past a Moving Plate with Suction Effect in Hybrid Nanofluid," Mathematics, MDPI, vol. 10(11), pages 1-18, June.
    5. Zhang, Dequan & Liang, Hongyi & Li, Xing-ao & Jia, Xinyu & Wang, Fang, 2025. "Kinematic calibration of industrial robot using Bayesian modeling framework," Reliability Engineering and System Safety, Elsevier, vol. 253(C).
    6. Safyan Mukhtar & Taza Gul, 2023. "Solar Radiation and Thermal Convection of Hybrid Nanofluids for the Optimization of Solar Collector," Mathematics, MDPI, vol. 11(5), pages 1-13, February.
    7. Lodwal, Vivek & Babu, A. Benerji, 2025. "Thermosolutal magneto-convection in an anisotropic porous medium under oblique magnetic field modulation," Chaos, Solitons & Fractals, Elsevier, vol. 199(P2).
    8. Ammar I. Alsabery & Mohammed J. Alshukri & Nasr A. Jabbar & Adel A. Eidan & Ishak Hashim, 2022. "Entropy Generation and Mixed Convection of a Nanofluid in a 3D Wave Tank with Rotating Inner Cylinder," Energies, MDPI, vol. 16(1), pages 1-12, December.
    9. Hussain, Mohib & Lin, Du & Waqas, Hassan & Ali, Bagh & Shah, Nehad Ali, 2025. "Machine learning-integrated computational analysis on a blood-based ternary nanofluid flow in a stenosed artery with the artificial neural networks and modified finite difference approach," Chaos, Solitons & Fractals, Elsevier, vol. 199(P1).
    10. Yi, Hui & Zhang, Weiwei & Wang, Guoliang & Zhang, Xing & Zhai, Qingqing, 2025. "Statistical multivariate degradation modeling– A systematic review," Reliability Engineering and System Safety, Elsevier, vol. 264(PA).
    11. Bixapathi, Sapavat & Lodwal, Vivek & Babu, A. Benerji, 2025. "Effect of gravity modulation on rotating porous layer filled with Jeffrey fluid via artificial neural network," Chaos, Solitons & Fractals, Elsevier, vol. 198(C).
    12. Alnahdi, Abeer S. & Nasir, Saleem & Gul, Taza, 2023. "Couple stress ternary hybrid nanofluid flow in a contraction channel by means of drug delivery function," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 210(C), pages 103-119.
    13. Xu, Bo & Chen, Zeyuan & Su, Huaizhi & Zhang, Hu & Xu, Pengcheng & Wang, Shaowei, 2025. "Measured displacement data-driven efficient interpretation and real-time risk assessment method for the service performance of arch dams with cracks," Reliability Engineering and System Safety, Elsevier, vol. 264(PA).
    14. Bixapathi, Sapavat & Babu, A. Benerji, 2025. "Stability analysis of gravity-modulated thermohaline rotating magneto-convection with internal heating and chemical reactions using artificial neural network approach," Chaos, Solitons & Fractals, Elsevier, vol. 201(P1).
    15. Rashki, Mohsen & Faes, Matthias G.R. & Wei, Pengfei & Song, Jingwen, 2025. "Asymptotic subset simulation: An efficient extrapolation tool for small probabilities approximation," Reliability Engineering and System Safety, Elsevier, vol. 260(C).
    16. Yan, Tongtong & Xing, Xueqi & Wang, Dong & Tsui, Kwok-Leung & Xia, Min, 2026. "A unified threshold-constrained optimization framework for consistent and interpretable cross-machine condition monitoring," Reliability Engineering and System Safety, Elsevier, vol. 267(PA).
    17. Tahir Naseem & Azeem Shahzad & Muhammad Sohail & Sameh Askar, 2023. "Axisymmetric Flow and Heat Transfer in TiO 2 / H 2 O Nanofluid over a Porous Stretching-Sheet with Slip Boundary Conditions via a Reliable Computational Strategy," Energies, MDPI, vol. 16(2), pages 1-22, January.
    18. Bixapathi, Sapavat & Anilkumar, D. & Benerji Babu, A., 2025. "Nonlinear thermal convection in a rotating porous medium with couple stress fluid under internal heat modulation," Chaos, Solitons & Fractals, Elsevier, vol. 198(C).
    19. Praveena, B. & Babu, A. Benerji & Bixapathi, Sapavat, 2025. "Impact of couple stress fluid on thermal convection in a rotating porous medium," Chaos, Solitons & Fractals, Elsevier, vol. 199(P3).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:chsofr:v:199:y:2025:i:p3:s0960077925009038. 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: Thayer, Thomas R. (email available below). General contact details of provider: https://www.journals.elsevier.com/chaos-solitons-and-fractals .

    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.