Academic Journal

Backpropagated Neural Network Modeling for the Non-Fourier Thermal Analysis of a Moving Plate

التفاصيل البيبلوغرافية
العنوان: Backpropagated Neural Network Modeling for the Non-Fourier Thermal Analysis of a Moving Plate
المؤلفون: R. S. Varun Kumar, M. D. Alsulami, I. E. Sarris, B. C. Prasannakumara, Saurabh Rana
المصدر: Mathematics, Vol 11, Iss 2, p 438 (2023)
بيانات النشر: MDPI AG, 2023.
سنة النشر: 2023
المجموعة: LCC:Mathematics
مصطلحات موضوعية: non-Fourier heat transfer, thermal radiation, moving plate, artificial neural network, Mathematics, QA1-939
الوصف: The present article mainly focuses on the transient thermal dispersal within a moving plate using the non-Fourier heat flux model. Furthermore, the innovative, sophisticated artificial neural network strategy with the Levenberg-Marquardt backpropagated scheme (ANNS-LMBS) is proposed for determining the transient temperature in the convective-radiative plate. Using dimensionless terms, the energy model for transient heat exchange is simplified into a non-dimensional form. The arising partial differential equation (PDE) is then numerically tackled using the finite difference method (FDM). A data set for the various scenarios of the thermal parameters influencing the thermal variation through the plate has been generated using the FDM. In addition, the effect of the dimensionless physical variables on the thermal profile of a moving plate has been examined and discussed in detail. Increments in the convection-conduction and radiation-conduction parameters are figured to yield a reduction in the transient thermal dispersion. An upsurge in the Peclet number caused the improvement of thermal dispersal in the plate.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2227-7390
Relation: https://www.mdpi.com/2227-7390/11/2/438; https://doaj.org/toc/2227-7390
DOI: 10.3390/math11020438
URL الوصول: https://doaj.org/article/c2242f6437f44d37acdfac0ddf5e0354
رقم الانضمام: edsdoj.2242f6437f44d37acdfac0ddf5e0354
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:22277390
DOI:10.3390/math11020438