Title :
Model Order Reduction of High Order LTI System Using Balanced Truncation Approximation
Author :
Patil, Poonam J. ; Patil, Mukesh D.
Author_Institution :
Fac. of Instrum. Eng., Univ. of Mumbai, Navi Mumbai, India
Abstract :
Most of the mathematical model of industrial applications have very high order, implementation and computation of such system is complicated and time consuming so there is an increasing need for obtaining suitable low order approximations of such systems. Low order models result in several advantages such as reduction in computational complexity and easy analysis of original system structure. This paper proposes a numerically efficient model order reduction method using balanced truncation for high order Linear Time Invariant(LTI) systems. Most important feature of this method is that it provides a bound of the infinity norm of approximation error, using Henkel singular values. This bound is very useful in performance evaluation. The simulation result shows the effectiveness of the proposed scheme to obtain the stable 8th order reduced model from a stable 20th order original system with minimum error bound.
Keywords :
approximation theory; linear systems; reduced order systems; singular value decomposition; Henkel singular values; balanced truncation approximation; high order linear time invariant systems; minimum error bound; model order reduction method; performance evaluation; Analytical models; Approximation methods; Computational modeling; Controllability; Mathematical model; Matrix decomposition; Reduced order systems;
Conference_Titel :
Process Automation, Control and Computing (PACC), 2011 International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-61284-765-8
DOI :
10.1109/PACC.2011.5979004