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Real-Time Thermomechanical Modeling of PV Cell Fabrication via a POD-Trained RBF Interpolation Network

by Arka Das, Anthony Khoury, Eduardo Divo, Victor Huayamave, Andres Ceballos, Ron Eaglin, Alain Kassab, Adam Payne, Vijay Yelundur, Hubert Seigneur

1 Embry-Riddle Aeronautical University, Department of Mechanical Engineering, 1 Aerospace Blvd., Daytona Beach, FL 32114, USA.
2 Central Technological Corporation, Longwood, FL 32779, USA.
3 University of Central Florida, Department of Mechanical and Aerospace Engineering, 4000 Central Florida Blvd., Orlando, FL 32816, USA.
4 Suniva Inc., 5765 Peachtree Industrial Blvd., Norcross, GA 30092, USA.
5 Florida Solar Energy Center, University of Central Florida, Cocoa Beach, FL 32922, USA.

* Corresponding Author: Eduardo Divo. Email: email.

Computer Modeling in Engineering & Sciences 2020, 122(3), 757-777. https://doi.org/10.32604/cmes.2020.08164

Abstract

This paper presents a numerical reduced order model framework to simulate the physics of the thermomechanical processes that occur during c-Si photovoltaic (PV) cell fabrication. A response surface based on a radial basis function (RBF) interpolation network trained by a Proper Orthogonal Decomposition (POD) of the solution fields is developed for fast and accurate approximations of thermal loading conditions on PV cells during the fabrication processes. The outcome is a stand-alone computational tool that provides, in real time, the quantitative and qualitative thermomechanical response as a function of user-controlled input parameters for fabrication processes with the precision of 3D finite element analysis (FEA). This tool provides an efficient and effective avenue for design and optimization as well as for failure prediction of PV cells.

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APA Style
Das, A., Khoury, A., Divo, E., Huayamave, V., Ceballos, A. et al. (2020). Real-time thermomechanical modeling of PV cell fabrication via a pod-trained RBF interpolation network. Computer Modeling in Engineering & Sciences, 122(3), 757-777. https://doi.org/10.32604/cmes.2020.08164
Vancouver Style
Das A, Khoury A, Divo E, Huayamave V, Ceballos A, Eaglin R, et al. Real-time thermomechanical modeling of PV cell fabrication via a pod-trained RBF interpolation network. Comput Model Eng Sci. 2020;122(3):757-777 https://doi.org/10.32604/cmes.2020.08164
IEEE Style
A. Das et al., “Real-Time Thermomechanical Modeling of PV Cell Fabrication via a POD-Trained RBF Interpolation Network,” Comput. Model. Eng. Sci., vol. 122, no. 3, pp. 757-777, 2020. https://doi.org/10.32604/cmes.2020.08164



cc Copyright © 2020 The Author(s). Published by Tech Science Press.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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