Abstract
An approach based on stochastic particle swarm optimization is used for the mathematical processing of spectral profiles with noise. Noises with different values of the Hurst index, which characterizes the noise component based on the prevalence of its low- or high-frequency components, is used to test the algorithm’s stability with respect to noise. The Hurst index is varied from 0.1 to 0.9. The effect color noise with levels of 1 to 10% has on the processing of optical signals using the particle swarm optimization algorithm is analyzed. The method is shown to be stable with respect to noise with a level of 10% if the Hurst index does not exceed a value of 0.5.
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Galimullin, D.Z., Sibgatullin, M.E., Kamalova, D.I., and Salakhov, M.Kh., Bull. Russ. Acad. Sci.: Phys., 2014, vol. 78, no. 3, p. 210.
Shi, Y. and Eberhart, R., Proc. IEEE Int. Conf. Evolutionary Computation, Anchorage, 1998, p. 69.
Karpenko, A.P. and Seliverstov, E.Yu., Inf. Tekhnol., 2010, vol. 2, p. 25.
Taher Niknama and Babak Amiri, Appl. Soft Comput., 2010, vol. 10, no. 1, p. 183.
Pallikari, F., Chaos, Solitons Fractals, 2001, vol. 12, p. 1499.
Salakhov, M.Kh. and Kharintsev, S.S., Matematicheskaya obrabotka i interpretatsiya spektroskopicheskogo eksperimenta (Mathematical Processing and Interpretation of Spectroscopic Experiment), Kazan Kazan. Gos. Univ., 2001.
Vasil’ev, F.P., Metody optimizatsii (Optimization Methods), Moscow Faktorial press, 2002.
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Original Russian Text © D.Z. Galimullin, M.E. Sibgatullin, D.I. Kamalova, M.Kh. Salakhov, 2016, published in Izvestiya Rossiiskoi Akademii Nauk. Seriya Fizicheskaya, 2016, Vol. 80, No. 7, pp. 934–937.
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Galimullin, D.Z., Sibgatullin, M.E., Kamalova, D.I. et al. Effect of color noise on the processing of optical signals using the swarm intellect algorithm. Bull. Russ. Acad. Sci. Phys. 80, 855–858 (2016). https://doi.org/10.3103/S106287381607011X
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DOI: https://doi.org/10.3103/S106287381607011X