Abstract
An algorithm for recognizing copper clusters in a polytetrafluoroethylene matrix of a composite material from surface images obtained by optical microscopy is developed. The method is based on threshold cluster segmentation in accordance with the Otsu method. In accordance with the relationship between the square of the perimeter of a fractal object and its area, the fractal dimensions of the filler cluster profiles in the matrix are calculated. The fractal dimensions of the profile of the selected segments of the filler clusters in the polytetrafluoroethylene matrix increase from 1.65 to 1.72 with a change in the mass concentration of copper from 1 to 20%. The filler forms clusters, the structure of which can be described in the modified reaction-limited aggregation (RLA) model. The calculations are performed at the SKIF resource center of the Yanka Kupala State University of Grodno on the IBM FlashSystem 240 cluster supercomputer cluster.
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REFERENCES
Yu. K. Mashkov, Z. N. Ovchar, V. I. Surikov, and L. F. Kalistratova, Composite Materials Based on Polytetrafluoroethylene. Structural Modification (Mashinostroenie, Moscow, 2005) [in Russian].
V. V. Voropaev, V. A. Struk, G. N. Gorbatsevich, and I. L. Lavrinjuk, “A technology of high-strength composite materials on the basis of modified polytetrafluoroethylene,” Vestsi Nats. Akad. Navuk Belarusi, Ser. Fiz.-Tékh. Navuk, No. 3, 31–38 (2012) [in Russian].
J. C. Flesch, P. T. Spicer, and S. E. Pratsinis, “Laminar and turbulent shear-induced flocculation of fractal aggregates,” AIChE J. 45 (5), 1114–1124 (1999).
G. V. Kozlov, Yu. G. Yanovskii, and A. K. Mikitaev, “Self-similarity and range of measurement scales for the network of filler particles in polymer composites,” Mech. Compos. Mater. 34 (4), 393–396 (1998).
J. Feder, Fractals (Plenum Press, New York, 1988; Mir, Moscow, 1991).
B. B. Mandelbrot, The Fractal Geometry of Nature (Freeman, New York, 1982; Inst. Komp. Issled., Moscow, 2002).
V. U. Novikov and G. V. Kozlov, “Structute analysis and properties of filled polymers within the framework of the fractal concept. 1. Polyfractality of the structure of filled polymers,” Plast. Massy, No. 4, 27–38 (2004) [in Russian].
B. M. Smirnov, “Fractal clusters,” Sov. Phys. Usp. 29 (6), 481–505 (1986).
A. V. Belko, “Methods for constructing fractal clusters with taking into account various interaction potentials,” Vesn. Grod. Dzyarzh. Univ., Ser. 2, No. 2 (22), 67–70 (2003) [in Russian].
A. V. Belko and A. V. Nikitin, “Methods for constructing objects with fractal structure,” Vesn. Grod. Dzyarzh. Univ., Ser. 2, No. 2 (11), 133–137 (2002) [in Russian].
A. V. Belko, A. V. Nikitin, A. A. Skaskevich, A. Yu. Bachurina, and S. I. Sarosek, “Models of fractal structures in composite systems on the basis of polymers,” Vesn. Grod. Dzyarzh. Univ., Ser. 2, No. 2 (129), 95–104 (2012) [in Russian].
A. V. Belko, N. N. Babarika, and A. V. Nikitin, “Effect of double electric layers of disperse particles on structure and mechanisms of formation of fractal clusters in disperse systems,” Vesn. Grod. Dzyarzh. Univ., Ser. 2, 9 (1), 68–77 (2019) [in Russian].
A. V. Belko and A. V. Nikitin, “Nonstationary thermal conductivity of composite materials,” in Actual Problems of Solid State Physics, Proc. International Scientific Conference (Minsk, October 20–23, 2009), Ed. by N. M. Olekhnovich, Vol. 3 (Minsk, 2009), pp. 257–258 [in Russian].
A. V. Belko and A. V. Nikitin, “The effect of dipole-dipole interaction on the absorption spectra of fractal clusters,” in Low Dimensional Systems–2: Physical Chemistry of Elements and Systems with Low-Dimensional Structuring (Production, Diagnostics, Application of New Materials and Structures), Collection of Scientific Papers, Ed. by S. A. Maskevich et al. (Yanka Kupala Grodno State University, Grodno, 2005), Issue 3, pp. 195–201 [in Russian].
A. V. Belko, “The effect of fractal structure on the absorption spectra,” in Proc. VI International Conference “Laser Physics and Optical Technologies” (Grodno, September 25–29, 2006), Ed. by N. S. Kazak et al. (Yanka Kupala Grodno State University, Grodno, 2006), pp. 258–259 [in Russian].
A. V. Belko and A. V. Nikitin, “Calculation of the absorption spectra of clusters with fractal structure,” Vesn. Grod. Dzyarzh. Univ., Ser. 2, No. 1 (48), 65–70 (2007) [in Russian].
S. V. Ablameyko and A. M. Nedzved, Processing of Optical Images of Cellular Structures in Medicine (UIIP NAS of Belarus, Minsk, 2005) [in Russian].
R. C. Gonzalez and R. E. Woods, Digital Image Processing (Prentice Hall, Upper Saddle River, NJ, 2002; Tekhnosphera, Moscow, 2005).
A. Belko, N. Babarika, I. Zeylikovich, and A. Nikitin, “Diagnostics of the structure of fractal copper clusters in a matrix of polytetrafluoroethylene,” in Proc. 14th International Conference on Pattern Recognition and Information Processing (PRIP’2019) (Minsk, Belarus, May 21–23, 2019), p. 316–319.
A. I. Olemskoi and A. Ya. Flat, “Application of fractals in condensed-matter physics,” Phys.–Usp. (Adv. Phys. Sci.) 36 (12), 1087–1128 (1993).
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Belko Alexander Vitalievich is a candidate of physico-mathematical sciences, associate professor, associate professor at the Department of Information Systems and Technologies of Kupala Grodno State University. In 2009, he defended his thesis for the degree of candidate of physical and mathematical sciences, specializing in the physics of condensed matter.
Research interests:
physics of condensed matter,
computer simulation of physical processes,
fractal geometry,
intelligent information systems,
supercomputer systems and parallel computing.
He has more than 70 scientific papers and publications.
Babarika Nikolai Nikolaevich is a senior lecturer, Department of Fundamental and Applied Mathematics, Kupala Grodno State University. Research interests:
analytical theory of differential, equations,
workflow automation in control systems,
supercomputer systems and parallel computing.
He has over 100 scientific papers and publications.
Zeilikovich Iosif Semenovich is a doctor of physical and mathematical sciences and Professor, Department of Electrical Engineering and Electronics, Kupala Grodno State University. The scientific degree of doctor of physical and mathematical sciences was awarded on May 4, 1990 by decision of the Higher Attestation Commission under the Council of Ministers of the USSR.
Research interests:
coherent optical tomography and coherent backscatter,
laser beam diffraction and interference microscopy,
nonlinear oscillations and chaos.
He has more than 300 scientific papers and publications.
Nikitin Alexander Viktorovich, Ph.D. In 1979 he defended his thesis for the degree of candidate of technical sciences.
Research interests:
physics of condensed matter,
computer simulation of physical processes,
fractal geometry,
supercomputer systems and parallel computing.
He has over 200 scientific papers and publications.
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Belko, A.V., Babarika, N.N., Zeilikovich, I.S. et al. Diagnostics of the Structure of Fractal Copper Clusters in a Polytetrafluoroethylene Matrix. Pattern Recognit. Image Anal. 30, 1–6 (2020). https://doi.org/10.1134/S1054661820010022
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DOI: https://doi.org/10.1134/S1054661820010022