Skeleton decomposition of rectangular matrices and its application for structural regularization of ill-conditioned systems of linear algebraic equations | Vestnik Tomskogo gosudarstvennogo universiteta. Upravlenie, vychislitelnaja tehnika i informatika – Tomsk State University Journal of Control and Computer Science. 2013. № 4(25).

Skeleton decomposition of rectangular matrices and its application for structural regularization of ill-conditioned systems of linear algebraic equations

The new method for regularization of ill-conditioned systems of linear algebraic equations (SLAE) has been considered. The main idea of the method is the correction of structural characteristics of SLAE under consideration. In the paper we mean under "structural characteristics" of a matrix the dimensions of rows and columns of a coefficient matrix. The structural regularization of an ill-conditioned SLAE means here the searching of the values of abovementioned parameters, which provide stability of the solution of a SLAE with respect to variations of input data. The proposed method has been based on the obtaining of skeleton decompositions of matrix by means of Gram-Schmidt procedure of orthogonalization of finite-dimensional vectors.

Download file
Counter downloads: 383

Keywords

skeleton decomposition, ill-conditioned SLAE, regularization, скелетное разложение, регуляризация, плохо обусловленная СЛАУ

Authors

NameOrganizationE-mail
Karelin Alexey E.Tomsk State University of Control Systems and Radio-electronicskarelin_a@mail.ru
Svetlakov Anatoly A.Tomsk State University of Control Systems and Radio-electronicsiit@fet.tusur.ru
Всего: 2

References

Гантмахер Ф.Р. Теория матриц. М.: Наука, 1988. 552 с.
Ильин В.А., Позняк Э.Г. Линейная алгебра. М.: Наука, 1974. 296 с.
Светлаков А.А. Традиционное и нетрадиционное оценивание неизвестных величин. Ч. 1. Простейшие задачи оценивания неизвестных величин по результатам их экспериментальных измерений: учеб. пособие. Томск: Изд-во Томск. гос. ун-та систем упр. и радиоэлектроник
Тихонов А.Н., Арсенин В.Я. Методы решения некорректных задач. М.: Наука, 1979. 288 с.
 Skeleton decomposition of rectangular matrices and its application for structural regularization of ill-conditioned systems of linear algebraic equations | Vestnik Tomskogo gosudarstvennogo universiteta. Upravlenie, vychislitelnaja tehnika i informatika – Tomsk State University Journal of Control and Computer Science. 2013. № 4(25).

Skeleton decomposition of rectangular matrices and its application for structural regularization of ill-conditioned systems of linear algebraic equations | Vestnik Tomskogo gosudarstvennogo universiteta. Upravlenie, vychislitelnaja tehnika i informatika – Tomsk State University Journal of Control and Computer Science. 2013. № 4(25).

Download file