Computation of Gram Matrix and Its Partial Derivative Using Precise Integration Method for Linear Time-Invariant Systems

Joint Authors

Ren, Yuanhao
Li, Sulan
Zhang, Wei
Bao, Hong

Source

Journal of Applied Mathematics

Issue

Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-10, 10 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2014-04-20

Country of Publication

Egypt

No. of Pages

10

Main Subjects

Mathematics

Abstract EN

Gram matrix is an important tool in system analysis and design as it provides a description of the input-output behavior for system; its partial derivative matrix is often required in some numerical algorithms.

It is essential to study computation of these matrices.

Analytical methods only work in some special circumstances; for example, the system matrix is diagonal matrix or Jordan matrix.

In most cases, numerical integration method is needed, but there are two problems when compute using traditional numerical integration method.

One is low accuracy: as high accuracy requires extremely small integration step, it will result in large amount of computation; and another is stability and stiffness issues caused by the dependence on the property of system matrix.

In order to overcome these problems, this paper proposes an efficient numerical method based on the key idea of precise integration method (PIM) for the Gram matrix and its partial derivative of linear time-invariant systems.

Since matrix inverse operation is not required in this method, it can be used with high precision no matter the system is normal or singular.

The specific calculation algorithm and block diagram are also given.

Finally, numerical examples are given to demonstrate the correctness and validity of this method.

American Psychological Association (APA)

Li, Sulan& Ren, Yuanhao& Bao, Hong& Zhang, Wei. 2014. Computation of Gram Matrix and Its Partial Derivative Using Precise Integration Method for Linear Time-Invariant Systems. Journal of Applied Mathematics،Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-448383

Modern Language Association (MLA)

Li, Sulan…[et al.]. Computation of Gram Matrix and Its Partial Derivative Using Precise Integration Method for Linear Time-Invariant Systems. Journal of Applied Mathematics No. 2014 (2014), pp.1-10.
https://search.emarefa.net/detail/BIM-448383

American Medical Association (AMA)

Li, Sulan& Ren, Yuanhao& Bao, Hong& Zhang, Wei. Computation of Gram Matrix and Its Partial Derivative Using Precise Integration Method for Linear Time-Invariant Systems. Journal of Applied Mathematics. 2014. Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-448383

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-448383