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 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.

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Publication Details

Journal
Franklin Open
Published
2024-11-24
DOI
https://doi.org/10.1016/j.fraope.2024.100191
Primary Topic
Model Reduction and Neural Networks
Type
article
Field-Weighted Citation Impact
0.00

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article

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

Md. Saiduzzaman, Mohammad Osman Gani, Md. Sumon Hossain, M. Monir Uddin et al.
Franklin Open
Model Reduction and Neural Networks
article

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

Md. Saiduzzaman, Mohammad Osman Gani, Md. Sumon Hossain, M. Monir Uddin, Md Shafiqul Islam
article en

Abstract

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.

Franklin OpenVol. 9
North South University (BD), International University of Business Agriculture and Technology (BD), Jahangirnagar University (BD)
Nova Southeastern University, North South University
Affordable and clean energy
Openalex Percentile: Top 80%
Model Reduction and Neural Networks
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Balanced truncation model reduction for laser heating wafer model in frequency restricted domain — Md. Saiduzzaman, Mohammad Osman Gani, et al. · Franklin Open (2024) | TGRS Research Map | TGRS