skip to main content
10.1145/3481113.3481120acmotherconferencesArticle/Chapter ViewAbstractPublication PagessspsConference Proceedingsconference-collections
research-article

Spectral representations of digital signals using non-binary Galois fields.

Authors Info & Claims
Published:27 October 2021Publication History

ABSTRACT

The article shown that for digital signal processing varying in a limited range of amplitudes it is advisable to consider a set of signal levels through its mapping into certain Galois field, i.e., finite commutative body. In this case, the signal coding differs from binary, however, this creates quite definite advantages. In particular, a modified Walsh basis where the elements +1 and -1 are treated as elements of a non-binary Galois field can be used. The main difference of such use of the Walsh basis is that the elements of the Galois field corresponding to the spectral components belong to the same set as the original signal levels do. This provides a significant reduction in the amount of information when transmitting information about the signal, presented in the form of its spectrum. A specific example of using the Galois field for processing a time series of data that simulates a digital signal is presented

References

  1. A A C Jayathilake, A A I Perera and M A P Chamikara, Discrete Walsh-Hadamard transform in signal processing, IJRIT Int. J. Res. Inf. Technol, 1, p. 80-89, 2013.Google ScholarGoogle Scholar
  2. S A Abbasi and A R M Alamoud, A novel complete set of Walsh and inverse Walsh transforms for signal processing, In 2011 International Conference on Communication Systems and Network Technologies, IEEE, pp. 504-509, 2011.Google ScholarGoogle Scholar
  3. Z Dokur and T Ölmez, Heartbeat classification by using a convolutional neural network trained with Walsh functions, Neural Computing and Applications, p. 1-20, 2020.Google ScholarGoogle Scholar
  4. Y Ordokhani, An application of Walsh functions for Fredholm-Hammerstein integro-differential equations, Int. J. Contemp. Math. Sciences, 5(22), p. 1055-1063, 2010.Google ScholarGoogle Scholar
  5. G Gát and R Toledo, A numerical method for solving linear differential equations via Walsh functions, Advances in Information Science and Applications, 2, p. 334-339, 2014.Google ScholarGoogle Scholar
  6. F Machado, V Ferrando, F Giménez, W D Furlan and J A Monsoriu, Multiple-plane image formation by Walsh zone plates, Optics express, 26(16), p. 21210-21218, 2018.Google ScholarGoogle Scholar
  7. P Mukherjee and L Hazra, Far-field diffraction properties of annular walsh filters, Advances in Optical Technologies, 2013.Google ScholarGoogle Scholar
  8. D E Dutkay and G Picioroaga, Generalized Walsh bases and applications, Acta applicandae mathematicae, 133(1), p. 1-18, 2014.Google ScholarGoogle Scholar
  9. R H Wang and W Dan, Improved Haar and Walsh functions over triangular domains, Journal of the Franklin Institute, 347(9), p. 1782-1794, 2010.Google ScholarGoogle ScholarCross RefCross Ref
  10. Moldakhan I., Matrassulova D. K., Shaltykova D.B., Suleimenov I.E. Some advantages of non-binary Galois fields for digital signal processing // Indonesian Journal of Electrical Engineering and Computer Science, Vol. 23, No. 2, August 2021, pp. 871∼877Google ScholarGoogle Scholar
  11. P Liu, Z Pan, and J Lei, Parameter identification of Reed-Solomon codes based on probability statistics and Galois field Fourier transform, IEEE Access, 7, p. 33619-33630, 2019.Google ScholarGoogle Scholar
  12. Ibragim E Suleimenov, Akhat S Bakirov, Dinara K Matrassulova. A technique for analyzing neural networks in terms of ternary logic // Journal of Theoretical and Applied Information Technology, 15th June 2021 - Vol. 99.  No. 11 – 2021Google ScholarGoogle Scholar
  13. Y. S. Vitulyova, A. S. Bakirov, D. B. Shaltykova, and I. E. Suleimenov, “Prerequisites for the analysis of the neural networks functioning in terms of projective geometry,” IOP Conference Series: Materials Science and Engineering, vol. 946, p. 012001, 2020.Google ScholarGoogle ScholarCross RefCross Ref
  14. Suleimenov, I., Bakirov, A., & Moldakhan, I. (2019, December). Formalization of Ternary Logic for Application to Digital Signal Processing. In Energy Management of Municipal Transportation Facilities and Transport (pp. 26-35). Springer, Cham.Google ScholarGoogle Scholar
  15. I Moldakhan, D B Shaltikova, Z M Egemberdyeva and Suleimenov, Application of ternary logic for digital signal processing, In IOP Conference Series: Materials Science and Engineering, Vol. 946, 1, p. 012002, 2020.Google ScholarGoogle ScholarCross RefCross Ref

Index Terms

  1. Spectral representations of digital signals using non-binary Galois fields.
            Index terms have been assigned to the content through auto-classification.

            Recommendations

            Comments

            Login options

            Check if you have access through your login credentials or your institution to get full access on this article.

            Sign in
            • Published in

              cover image ACM Other conferences
              SSPS '21: Proceedings of the 2021 3rd International Symposium on Signal Processing Systems
              March 2021
              78 pages
              ISBN:9781450389587
              DOI:10.1145/3481113

              Copyright © 2021 ACM

              Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

              Publisher

              Association for Computing Machinery

              New York, NY, United States

              Publication History

              • Published: 27 October 2021

              Permissions

              Request permissions about this article.

              Request Permissions

              Check for updates

              Qualifiers

              • research-article
              • Research
              • Refereed limited

            PDF Format

            View or Download as a PDF file.

            PDF

            eReader

            View online with eReader.

            eReader

            HTML Format

            View this article in HTML Format .

            View HTML Format