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Mathematical Modelling, Numerical Methods and Software Systems
Gradient descent method in computation of instantaneous cardiac rhythm multifractal model parameters
E. V. Bespalko, V. A. Gubin, S. A. Miheev, V. P. Redchits, V. N. Ryzhikov Tver State University, Tver
Abstract:
In this paper we present the numerically solved system of nonlinear equations which determinates the parameters of multifractal dynamics model (MFD) of instantaneous cardiac rhythm (ICR) of one of the patients of Tver cardiology health center using a gradient descent method with step size optimization. We constructed the ICR change rate-fractal dimension relation. It follows that the ICR fractal dimension values in pre-jump time intervals are located in close proximity to the bifurcation point value while maximally deviating by just $0.04$. We showed that the ICR jump necessary condition is the proximity to the bifurcation point value of pre-jump ICR fractal dimension. We obtained the formula for evaluation of ICR jump area diameter, and on its basis we evaluated this diameter. We showed the proximity of the fractal dimension value in bifurcation point to the Gaussian value which was $1.5$. We wrote and implemented the software program to count the ICR jump frequency for the patient under examination. The average value was found to be $956.526$ hour$^{-1}$.
Keywords:
instantaneous heart rate, bifurcation catastrophes, multifractal dynamics model, instantaneous heart rate jumps, gradient descent method, regularized Newton method.
Received: 07.03.2017 Revised: 19.02.2018
Citation:
E. V. Bespalko, V. A. Gubin, S. A. Miheev, V. P. Redchits, V. N. Ryzhikov, “Gradient descent method in computation of instantaneous cardiac rhythm multifractal model parameters”, Vestnik TVGU. Ser. Prikl. Matem. [Herald of Tver State University. Ser. Appl. Math.], 2018, no. 1, 55–67
Linking options:
https://www.mathnet.ru/eng/vtpmk494 https://www.mathnet.ru/eng/vtpmk/y2018/i1/p55
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