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    Journal of Enhanced Heat Transfer

    Journal of Enhanced Heat Transfer

    JournalISSN 1065-5131eISSN 1563-5074中科院 工程技术 4区

    年发文量

    研究主题

    论文(1005)

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    1DYNAMICS OF THERMAL AND RADIATIVE TRANSPORTATION OF ZnO-SAE50 NANOLUBRICANT MODELING IN A STRETCHABLE CONVERGENT/DIVERGENT CHANNEL: AN APPLICATION OF INTELLIGENT BAYESIAN REGULARIZED NEURAL NETWORK
    Noor Muhammad,Naveed Ahmed,Mehwish Rani,Bandar Bin Mohsin

    This research investigates the dynamics of ZnO-SAE50 nanolubricant transport within a flexible convergent/divergent channel while considering the influence of thermal radiation. This comprehensive investigation linked two distinct realms of inquiry. Firstly, it analyzes the impact of thermal radiation on ZnO-SAE50 nanolubricant transport within a convergent/divergent channel featuring stretchable walls, specifically within the context of Jeffery-Hamel flow. Secondly, the research influences an artificial neural network (ANN) empowered by intelligent Bayesian regularization (IBR) to model the nanolubricant flow within the same channel configuration. The nonlinear boundary layer partial differential equations for momentum and thermal energy in convergent/divergent channels with stretchable walls were studied first. We employed similarity transformations to transform these partial differential equations into ordinary differential equations. We used numerical computation methods to create a reference dataset to implement ANN-IBR. Specifically, bvp4c, a built-in scheme in MATLAB software, is applied to generate a representative dataset for ANN-IBR. The ANN-IBR model is simultaneously trained, tested, and validated using numerical calculations. The model's efficiency is assessed using various techniques, such as regression analysis, histogram generation, transition state analysis, and mean square error. The findings are presented through tables and graphs based on physical parameters, providing clear and easily understandable insights into flow and temperature profiles.

    2026
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    2Weighted Bare-Tube Residual Neural Network for Gas–Liquid Swirling Flow Pressure Drop
    Le Tian, Jiayu Li,Wen Liu, Weilin Huang
    2026
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    3MACHINE LEARNING BASED REGRESSION ANALYSES APPLIED TO A HEAT EXCHANGER WITH MODIFIED TWISTED TAPE TURBULATORS
    Filiz Ozgen, Salim Yuksel,Beyda Tasar,Nevin Celik
    2026
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    4Heat Transfer and MWCNTs Nanofluid Flow Characteristics in Microchannel with Ribs and Jet Impingement Cooling in Cross-flow
    Sudhir Kumar Singh, Priyank Mitram Singh, Shruti Sadhna, Ajay Kumar, Rani Kumari,Deepak Sharma
    2026
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    5The Influence of Turbulence Structure on the Flow and Heat Transfer in the Air Gap Membrane Distillation Process
    Xinrui Guo,Jiangbo Wu,Xiaoze Du, Jipeng Liang
    2026
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    高被引作者

    作者引用发文
    Amir Faghri9708
    Yuwen Zhang6387
    Raj M. Manglik52720
    Arthur E. Bergles4239
    Wenquan Tao3547
    Saeed Zeinali Heris3482
    Mohsen Nasr Esfahany3191
    Seyed Gholamreza Etemad3191
    Ralph Webb31320
    Mark A. Kedzierski2928

    高产作者

    作者引用发文
    Nae-Hyun Kim16521
    Ralph Webb31320
    Raj M. Manglik52720
    Bengt Sunden14415
    Xiaoze Du4810
    Chi-Chuan Wang1289
    Jingchun Min1369
    Michael Ohadi1499
    Arthur E. Bergles4239
    Zhixiong (James) Guo1278

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