Balanced truncation model reduction for laser heating wafer model in frequency restricted domain

Modeling and simulating laser heating phenomena are crucial for optimizing manufacturing processes and ensuring high-quality final products. A major challenge in semiconductor manufacturing is achieving accurate, real-time temperature control during wafer heating. To reduce the computational burden...

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Main Authors: Md. Saiduzzaman, Md. Shafiqul Islam, Md. Sumon Hossain, M. Monir Uddin, Mohammad Osman Gani
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Franklin Open
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Online Access:http://www.sciencedirect.com/science/article/pii/S277318632400121X
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author Md. Saiduzzaman
Md. Shafiqul Islam
Md. Sumon Hossain
M. Monir Uddin
Mohammad Osman Gani
author_facet Md. Saiduzzaman
Md. Shafiqul Islam
Md. Sumon Hossain
M. Monir Uddin
Mohammad Osman Gani
author_sort Md. Saiduzzaman
collection DOAJ
description Modeling and simulating laser heating phenomena are crucial for optimizing manufacturing processes and ensuring high-quality final products. A major challenge in semiconductor manufacturing is achieving accurate, real-time temperature control during wafer heating. To reduce the computational burden of complex mathematical models, low-dimensional reduced models can be employed. In this paper, we develop a mathematical model for laser heating in silicon wafers. For model reduction, we use the balanced truncation method, considering both frequency-unrestricted and restricted cases. Additionally, the rational Krylov subspace method is applied to solve high-dimensional sparse matrix equations. To gain key physical insights, we use the COMSOL Multiphysics package. Finally, some numerical experiments are conducted using MATLAB to validate the proposed approach.
format Article
id doaj-art-e4294bce533043dd8e41df760c5e4d9b
institution OA Journals
issn 2773-1863
language English
publishDate 2024-12-01
publisher Elsevier
record_format Article
series Franklin Open
spelling doaj-art-e4294bce533043dd8e41df760c5e4d9b2025-08-20T01:58:34ZengElsevierFranklin Open2773-18632024-12-01910019110.1016/j.fraope.2024.100191Balanced truncation model reduction for laser heating wafer model in frequency restricted domainMd. Saiduzzaman0Md. Shafiqul Islam1Md. Sumon Hossain2M. Monir Uddin3Mohammad Osman Gani4Department of Mathematics, International University of Business Agriculture and Technology, BangladeshDepartment of Mathematics, International University of Business Agriculture and Technology, BangladeshDepartment of Mathematics and Physics, North South University, Bangladesh; Corresponding author.Department of Mathematics and Physics, North South University, BangladeshDepartment of Mathematics, Jahangirnagar University, BangladeshModeling and simulating laser heating phenomena are crucial for optimizing manufacturing processes and ensuring high-quality final products. A major challenge in semiconductor manufacturing is achieving accurate, real-time temperature control during wafer heating. To reduce the computational burden of complex mathematical models, low-dimensional reduced models can be employed. In this paper, we develop a mathematical model for laser heating in silicon wafers. For model reduction, we use the balanced truncation method, considering both frequency-unrestricted and restricted cases. Additionally, the rational Krylov subspace method is applied to solve high-dimensional sparse matrix equations. To gain key physical insights, we use the COMSOL Multiphysics package. Finally, some numerical experiments are conducted using MATLAB to validate the proposed approach.http://www.sciencedirect.com/science/article/pii/S277318632400121XLaser heating waferBalanced truncationLyapunov equationsGramiansRational Krylov subspace
spellingShingle Md. Saiduzzaman
Md. Shafiqul Islam
Md. Sumon Hossain
M. Monir Uddin
Mohammad Osman Gani
Balanced truncation model reduction for laser heating wafer model in frequency restricted domain
Franklin Open
Laser heating wafer
Balanced truncation
Lyapunov equations
Gramians
Rational Krylov subspace
title Balanced truncation model reduction for laser heating wafer model in frequency restricted domain
title_full Balanced truncation model reduction for laser heating wafer model in frequency restricted domain
title_fullStr Balanced truncation model reduction for laser heating wafer model in frequency restricted domain
title_full_unstemmed Balanced truncation model reduction for laser heating wafer model in frequency restricted domain
title_short Balanced truncation model reduction for laser heating wafer model in frequency restricted domain
title_sort balanced truncation model reduction for laser heating wafer model in frequency restricted domain
topic Laser heating wafer
Balanced truncation
Lyapunov equations
Gramians
Rational Krylov subspace
url http://www.sciencedirect.com/science/article/pii/S277318632400121X
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AT mdsumonhossain balancedtruncationmodelreductionforlaserheatingwafermodelinfrequencyrestricteddomain
AT mmoniruddin balancedtruncationmodelreductionforlaserheatingwafermodelinfrequencyrestricteddomain
AT mohammadosmangani balancedtruncationmodelreductionforlaserheatingwafermodelinfrequencyrestricteddomain