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Setyaningsih, Putry Wahyu
Universitas Mercu Buana Yogyakarta
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Journal : International Journal of Applied Mathematics and Computing.

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Optimization of Numerical Algorithms for Solving Large Linear Equation Systems in Industrial Mathematical Computing M Bastian; Putry Wahyu Setyaningsih; Syeda Azwa Asif
International Journal of Applied Mathematics and Computing Vol. 1 No. 4 (2024): October: International Journal of Applied Mathematics and Computing
Publisher : Asosiasi Riset Ilmu Matematika dan Sains Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62951/ijamc.v1i4.275

Abstract

The rapid advancement of modern computing has driven extensive research on numerical algorithms for solving large-scale systems of linear equations. Classical methods such as LU decomposition, Jacobi, and Gauss–Seidel have been revisited and optimized to leverage parallel architectures, GPUs, and even quantum platforms. Recent studies demonstrate that optimized algorithms can reduce computation time by more than 50% while maintaining high accuracy in solving high-dimensional problems. LU decomposition, particularly in its parallel and GPU-based implementations, has shown superior performance in batch processing and industrial-scale simulations. Meanwhile, iterative methods such as Jacobi and Gauss–Seidel remain relevant due to their flexibility in numerical modeling, with further developments for block matrix systems, finite element applications, and FPGA architectures. The integration of these enhanced algorithms is not only beneficial for the advancement of scientific software development but also supports practical applications in engineering simulations, large-scale data optimization, and machine learning. Therefore, an integrative review of modern numerical algorithm developments is crucial in bridging the gap between industrial demands and research progress in scientific computing.
Co-Authors Ahsan, Moh Albert Yakobus Chandra Arisandi, Bustomi Arita Witanti Azfa Mutiara Ahmad Pabulo, Azfa Mutiara Ahmad Azhari, Ozmar Bambang Sugiantoro Buananta, Septian Eka Ady Budianto, Alexius Endy Bustomi Arisandi Fandevi Maitri Francka Sakti Lee Gani, Muhammad Irfan Abdul Ibnu Rivansyah Subagyo Ibrahim, Norshahila Imara Gumilar, Nanang Indah Susilawati Indah Susilawati Irfan Juliardi Saputra Kadir, Nurul Tiara Korsyawati Nasela, Fera Krisna Widatama M Bastian Muhammad Ausathul Fikri Mutaqin Akbar Muthia, Muthia Nabil Fauzan Ozzi Suria Panji Kurniawan Prasetyaningrum, Putri Taqwa Pratama, Irfan Putri Prasetyaningrum Reny Yuniasanti Rizky Kurnia Pratama Rukhmanti Udhayana Hr, Khadijah Febriana Septian Eka Ady Buananta Setianingsih, Wahyu Siti Rokhmah Siti Rokhmah Sitompul, Jessica Sandra Subagyo, Ibnu Rivansyah Suharjo, Imam Syeda Azwa Asif Tutut Dewi Astuti Widatama, Krisna Wiryanto, Yusuf Aji Yudi prayudi