基于小波的随机可解释物理引导神经网络研究辐射凸翅的周期性热传递

IF 2.6 Q2 THERMODYNAMICS
Heat Transfer Pub Date : 2025-06-27 DOI:10.1002/htj.70003
C. M. Chaithra, G. K. Kalavathi, M. G. Vasundhara, Gurpartap Singh, Ankur Kulshreshta, M. Sunitha
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引用次数: 0

摘要

本文研究了在辐射和内生热影响下凸型翅片的传热特性。利用适当的非量纲变量对凸型鳍的一维能量方程进行了非量纲化。利用基于小波启发物理的神经网络,对具有内热的辐射凸翅的周期性传热进行了计算分析,求解了所得的无量纲能量方程。在此基础上,利用图形讨论了几种无量纲约束对凸型翅片温度分布的影响。随着对流传导参数和辐射传导参数的增大,凸翅的温度分布呈下降趋势。内部产热参数的增大使凸型翅的温度升高,凸型翅的热变化随时间周期性振荡。将所提方法的结果与数值结果进行了等价,验证了方法的有效性,表明了方法的准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A Wavelet-Based Stochastic Interpretable Physics-Guided Neural Network to Study the Periodic Heat Transport in a Radiative Convex Fin

A Wavelet-Based Stochastic Interpretable Physics-Guided Neural Network to Study the Periodic Heat Transport in a Radiative Convex Fin

The current study investigates the heat transport in the convex profiled fin with radiation and internal heat generation impact. The one-dimensional energy equation of the convex profiled fin is nondimensionalized utilizing appropriate nondimensional variables. The obtained nondimensional energy equation is solved by employing a computational analysis of periodic heat transfer in a radiative convex fin with internal heat generation using a wavelet-inspired physics-based neural network. Further, the influence of several dimensionless constraints on the temperature profile of the convex profiled fin is discussed with the aid of graphs. The convex fins' temperature profile declines as the value of the convection–conduction parameter and the radiation–conduction parameters escalates. The increase in the values of the internal heat generation parameter increases the temperature of the convex profiled fin, and the thermal variation in the convex fin oscillates periodically with varying time. The results of the proposed method are equated with numerical results to validate the efficacy of the approach, signifying accuracy.

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来源期刊
Heat Transfer
Heat Transfer THERMODYNAMICS-
CiteScore
6.30
自引率
19.40%
发文量
342
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