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Title: :  AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION
PaperId: :  18559
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 6 2022
DUI:    16.0415/IJARIIE-18559
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
E Ranjith KumarMadras Institute of Technology
K Arun KumarMadras Institute of Technology
M StefaniyaMadras Institute of Technology

Abstract

Thermal Engineering
Teflon, Levenberg-Marquardt Algorithm, Artificial Neural Network (ANN), Heat flux (q), Thermal conductivity (k), Natural convection, and Computational Fluid Dynamics (CFD).
The present work is to develop a reduced order model, using Artificial Neural Networks (ANN) based inverse technique on a transient heat transfer problem. The proposed methodology has been demonstrated on a two- dimensional heat slab to estimate the unknown parameters such as thermal conductivity (k). A 2D model of the material (Teflon) is developed and encapsulated with the fluid domain, is simulated using CFD. To minimize the influence of mesh size on the results, grid independence study is carried out. The input to the CFD model is heat flux and thermal conductivity varying between 400 ≤ q ≤ 600 W/m2 and 0.1 ≤ k ≤ 0.6 W/mK respectively, the output is temperature of the Teflon plate. The input-output data set from CFD simulation are used to train the ANN network, which act as a proxy model. The neural network used in this work is based on the feed forward back propagation algorithm. The optimum number of neurons required for the neural network is determined by neuron independence study. The experimental data are input to the inverse model (ANN) to estimate the thermal conductivity of the Teflon plate for an unknown heat flux. The method can be used for different applications and provides a good accuracy on the result.

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IJARIIE E Ranjith Kumar, K Arun Kumar, and M Stefaniya. "AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 6 2022 Page 203-208
MLA E Ranjith Kumar, K Arun Kumar, and M Stefaniya. "AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION." International Journal Of Advance Research And Innovative Ideas In Education 8.6(2022) : 203-208.
APA E Ranjith Kumar, K Arun Kumar, & M Stefaniya. (2022). AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION. International Journal Of Advance Research And Innovative Ideas In Education, 8(6), 203-208.
Chicago E Ranjith Kumar, K Arun Kumar, and M Stefaniya. "AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 6 (2022) : 203-208.
Oxford E Ranjith Kumar, K Arun Kumar, and M Stefaniya. 'AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 6, 2022, p. 203-208. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AN_ASYMPTOTIC_APPROACH_TO_ESTIMATE_THE_THERMAL_CONDUCTIVITY_OF_A_SQUARE_PLATE_UNDER_NATURAL_CONVECTION_ijariie18559.pdf (Accessed : 04 March 2024).
Harvard E Ranjith Kumar, K Arun Kumar, and M Stefaniya. (2022) 'AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION', International Journal Of Advance Research And Innovative Ideas In Education, 8(6), pp. 203-208IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AN_ASYMPTOTIC_APPROACH_TO_ESTIMATE_THE_THERMAL_CONDUCTIVITY_OF_A_SQUARE_PLATE_UNDER_NATURAL_CONVECTION_ijariie18559.pdf (Accessed : 04 March 2024)
IEEE E Ranjith Kumar, K Arun Kumar, and M Stefaniya, "AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 6, pp. 203-208, Nov-Dec 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/AN_ASYMPTOTIC_APPROACH_TO_ESTIMATE_THE_THERMAL_CONDUCTIVITY_OF_A_SQUARE_PLATE_UNDER_NATURAL_CONVECTION_ijariie18559.pdf [Accessed : 04 March 2024].
Turabian E Ranjith Kumar, K Arun Kumar, and M Stefaniya. "AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 6 (04 March 2024).
Vancouver E Ranjith Kumar, K Arun Kumar, and M Stefaniya. AN ASYMPTOTIC APPROACH TO ESTIMATE THE THERMAL CONDUCTIVITY OF A SQUARE PLATE UNDER NATURAL CONVECTION. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : 04 March 2024]; 8(6) : 203-208. Available from: https://ijariie.com/AdminUploadPdf/AN_ASYMPTOTIC_APPROACH_TO_ESTIMATE_THE_THERMAL_CONDUCTIVITY_OF_A_SQUARE_PLATE_UNDER_NATURAL_CONVECTION_ijariie18559.pdf
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