POLYGAUSSIAN DESCRIPTION OF PROBABILITY DISTRIBUTIONS OF PROCESSES GENERATED BY A NONLINEAR LORENZ SYSTEM IMPLEMENTED IN FIXED-POINT NUMBERS

The article is aimed at analyzing the probability distributions of pseudorandom processes generated on the basis of the Lorentz system solution in fixed-point numbers. Numerical solution of the Lo-renz system by the Euler method in single- and double-precision floating-point numbers with a lim-ited number capacity can lead to a breakdown in signal generation. The use of fixed-point numbers contributes to the reduction of computational complexity in the digital implementation of such sys-tems, which ultimately leads to the simplification of their practical implementation on modern chips of programmable logic. This allows to use resources in more efficient way, and increases productiv-ity in the creation and maintenance of such digital systems. The study of approximation of Lorenz system signals using mixtures of Gaussian distributions is of great importance for predictive analyt-ics and stability of the system. Elimination of signal generation failure also contributes to the for-mation of stable modes of generation of chaotic signals with required statistical characteristics.

Publication Details

Journal
Infokommunikacionnye tehnologii
Published
2024-11-27
DOI
https://doi.org/10.18469/ikt.2024.22.1.11
Primary Topic
Sensor Technology and Measurement Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

POLYGAUSSIAN DESCRIPTION OF PROBABILITY DISTRIBUTIONS OF PROCESSES GENERATED BY A NONLINEAR LORENZ SYSTEM IMPLEMENTED IN FIXED-POINT NUMBERS

Infokommunikacionnye tehnologii
Sensor Technology and Measurement Systems
article

POLYGAUSSIAN DESCRIPTION OF PROBABILITY DISTRIBUTIONS OF PROCESSES GENERATED BY A NONLINEAR LORENZ SYSTEM IMPLEMENTED IN FIXED-POINT NUMBERS

article en

Abstract

The article is aimed at analyzing the probability distributions of pseudorandom processes generated on the basis of the Lorentz system solution in fixed-point numbers. Numerical solution of the Lo-renz system by the Euler method in single- and double-precision floating-point numbers with a lim-ited number capacity can lead to a breakdown in signal generation. The use of fixed-point numbers contributes to the reduction of computational complexity in the digital implementation of such sys-tems, which ultimately leads to the simplification of their practical implementation on modern chips of programmable logic. This allows to use resources in more efficient way, and increases productiv-ity in the creation and maintenance of such digital systems. The study of approximation of Lorenz system signals using mixtures of Gaussian distributions is of great importance for predictive analyt-ics and stability of the system. Elimination of signal generation failure also contributes to the for-mation of stable modes of generation of chaotic signals with required statistical characteristics.

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Sensor Technology and Measurement Systems
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POLYGAUSSIAN DESCRIPTION OF PROBABILITY DISTRIBUTIONS OF PROCESSES GENERATED BY A NONLINEAR LORENZ SYSTEM IMPLEMENTED IN FIXED-POINT NUMBERS · Infokommunikacionnye tehnologii (2024) | TGRS Research Map | TGRS