ISSN 0021-3454 (print version)
ISSN 2500-0381 (online version)
Menu

11
Issue
vol 67 / November, 2024
Article

DOI 10.17586/0021-3454-2018-61-10-930-932

UDC 004

APPLICATION OF FRACTAL ANALYSIS FOR EXPRESS PROCESSING OF SIGNALS AND IMAGES

M. Y. Marusina
ITMO University, Saint Petersburg, 197101, Russian Federation; Professor, Scientific Secretary


E. A. Karaseva
ITMO University, Department of Introscope Technologies;


Read the full article 

Abstract. The methods of rapid signal processing using fractal analysis are investigated. An algorithm for preprocessing of data presented in the form of one - and two-dimensional signals on the example of MRI images and cardio signals is proposed. The obtained results are claimed to serve as a basis for application of fractal analysis in the processing of medical signals on large samples with subsequent statistical analysis.
Keywords: fractal analysis, signal processing, Hurst parameter, image analysis, cardio signal

References:
  1. Mandelbrot B. The Fractal Geometry of Nature, W. H. Freeman and Co. 1982. 
  2. Hurst H.E. Transactions of the American Society of Civil Engineers, 1951, no. 116, pp. 770–799.
  3. Blatter Ch. Wavelets – Eine Einfuhrung, Advanced Lectures in Mathematics, Vieweg+Teubner Verlag, Wiesbaden, 2003, DOI: https://doi.org/10.1007/978-3-663-11817-6_3
  4. Graps A.L. IEEE Computational Sciences and Engineering, 1995, no. 2(2), pp. 50–61. 
  5. Marusina M.Ya., Volgareva A.P., Sizikov V.S. Journal of Optical Technology, 2015, no. 10(82),  pp. 37–42. DOI:10.1364/JOT.82.000673 (in Russ.)
  6. Kiryakova T.N., Marusina M.Ya., Fedchenkov P.V. Rossiyskiy elektronnyy zhurnal luchevoy diagnostiki, 2017, no. 2(7), pp. 117–127. DOI: 10.21569/2222-7415-2017-7-2-117-127 (in Russ.)
  7. Anodina-Andriyevskaya E.M., Bozhokin S.V., Marusina M.Ya., Polonskiy Yu.Z., Suvorov N.B. Journal of Instrument Engineering, 2011, no. 7(54), pp. 27–35. (in Russ.)
  8. Marusina M.Y., Mochalina A.P., Frolova E.P., Satikov V.I., Barchuk A.A., Kuznetcov V.I., Gaidukov V.S., Tarakanov S.A. Asian Pacific Journal of Cancer Prevention, 2017, no. 1(18), pp. 51–55. DOI: 10.22034/APJCP.2017.18.1.51