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An FPGA Implementation of Givens Rotation Based Digital Architecture for Computing Eigenvalues of Asymmetric Matrix

  • Istanbul Technical University
  • MEF University

Araştırma çıktısı: Kitap/Rapor/Konferans Bildirisinde BölümKonferans katkısıHakem

1 Atıf (Scopus)

Özet

This paper proposes the digital circuit design that performs the eigenvalue calculation of asymmetric matrices with realvalued elements. Eigenvalues are computed iteratively through the QR algorithm. In the QR algorithm, the input matrix is factorized into orthogonal Q and upper triangular R matrix, then the RQ product is calculated to obtain an iterated matrix. For a time-efficient QR decomposition process, the Givens Rotation (GR) Principle is utilized to benefit from the parallelization feature. Parallelization is managed by the Systolic Array (SA) architecture that is created by placing Givens Generation (GG) and Row Updates (RU) blocks in a triangle array. In this paper, 4×4 input matrix is used to create a TSA architecture including n-1 diagonal (GG), and (n * (n-1)) /2 off-diagonal (RU) modules. In the results section, Givens Rotation is compared with the Gram Schmidt algorithm used in our previous study [1] in terms of error, and area usage.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığı2021 13th International Conference on Electrical and Electronics Engineering, ELECO 2021
YayınlayanInstitute of Electrical and Electronics Engineers Inc.
Sayfalar470-474
Sayfa sayısı5
ISBN (Elektronik)9786050114379
DOI'lar
Yayın durumuYayınlandı - 2021
Etkinlik13th International Conference on Electrical and Electronics Engineering, ELECO 2021 - Virtual, Bursa, Türkiye
Süre: 25 Kas 202127 Kas 2021

Yayın serisi

Adı2021 13th International Conference on Electrical and Electronics Engineering, ELECO 2021

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???event.eventtypes.event.conference???13th International Conference on Electrical and Electronics Engineering, ELECO 2021
Ülke/BölgeTürkiye
ŞehirVirtual, Bursa
Periyot25/11/2127/11/21

Bibliyografik not

Publisher Copyright:
© 2021 Chamber of Turkish Electrical Engineers.

Finansman

This work was supported by the project with the name “Instruction Extension of RISC-V Processor for Driver Fatigue Detection system and Implementation”, carried with the number 119N641 under the Cooperation Agreement between the Scientific and Technological Research Council of Turkey (TUBITAK) International 2535 and Iran Ministry of Science, Research and Technology (MSRT).

Finansörler
TUBITAK
Türkiye Bilimsel ve Teknolojik Araştirma Kurumu
Ministry of Science Research and Technology

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