To the problem of the interrelation of the matrix close to degeneracy and the stability of the solution of the system of linear algebraic equations describing a physical object.
DOI:
https://doi.org/10.34121/1028-9763-2024-2-78-88Keywords:
system of linear algebraic equations, matrix close to degeneracy, resolution of a system of equations, electric circuit, graph, conductivity, component, indicator of a matrix close to degeneracy, rounding error of addition (subtraction) operation, система лінійних алгебраїчних рівнянь, матриця, близька до виродження, роздільна здатність системи рівнянь, електричний ланцюг, граф, провідність, компонент, індикатор матриці близької до виродження, помилка округлення операції складання (віднімання)Abstract
It is generally accepted that the proximity of the matrix to degeneracy uniquely determines the instability of the system of linear algebraic equations (SLAE). There is only an assumption that the instability of the numerical solution of the SLAE in the case of a matrix close to degeneracy is caused by the rounding error of the arithmetic operation of addition (subtraction). When determining the mechanism of the interrelation of the matrix close to degeneracy and the solvability of the SLAE, as a model example, all stages of the calculation of the electric circuit are analyzed, namely, the description of the graph of the linear electric circuit, the composition of the SLAE describing the circuit, and the solution of the complex system. For the first time, it was proposed to use the conductivity of the bipolar component located between the nodes of the electric circuit graph as an «indicator» of the matrix close to degeneracy. The dependence of the accuracy of the SLAE solution on the value of the conductivity of the indicator component was calculated for two variants of the voltage and conductivity of the indicator component in the SLAE. The analysis of the calculation results showed for the first time that the rounding error of the arithmetic operation of addition (subtraction) leads to the loss of accuracy or instability of the numerical solution of the SLAE with the matrix close to degeneracy. The influence of the error on the computational process of the numerical solution of the system was performed in two stages. For the first time, it was established that the interrelation between the matrix close to degeneracy and the stability of the SLAE solution depends on the selection of the voltage of the indicator component in the vector of SLAR variables at the stage of compiling the equations describing the electrical circuit. The interrelation exists if the voltage of the indicator component is not included in the vector of variables and does not exist if the voltage of the «indicator» component is included in the vector of variables because the second rounding error operation stage does not work. An algorithm for selecting the variables of the SLAE, which is composed, is proposed to obtain a stable solution for the system.References
Калиткин Н.Н., Юхно Л.Ф., Кузьмина Л.В. Количественный критерий обусловленности систем линейных алгебраических уравнений. Математическое моделирование. 2011. Т. 23, № 2. С. 3–26.
Волобоев В.П., Клименко В.П. Один способ корректной формулировки математической модели технической (физической) задачи. Математичні машини і системи. 2011. № 4. С. 95–106.
URL: https://uk.wikipedia.org/wiki/Теорія графів.
Сикорский В.П., Петренко А.И. Алгоритмы анализа электронных схем. К.: Техника, 1970. 394 с.
Published
2024-06-01
Issue
Section
SIMULATION AND MANAGEMENT
License
Copyright (c) 2024 Mathematical Machines and Systems

This work is licensed under a Creative Commons Attribution 4.0 International License.
How to Cite
To the problem of the interrelation of the matrix close to degeneracy and the stability of the solution of the system of linear algebraic equations describing a physical object. (2024). Mathematical Machines and Systems, 2, 78–88. https://doi.org/10.34121/1028-9763-2024-2-78-88
