Title :
Online frequency domain system identification based on a virtual instrument
Author :
Németh, József G. ; Vargha, Balázs ; Kollár, István
Author_Institution :
Dept. of Meas. & Inf. Syst., Budapest Tech. Univ., Hungary
fDate :
12/1/2000 12:00:00 AM
Abstract :
System identification is an inherently iterative process. Yet, limited attempts have been made so far to implement the whole identification loop in a single device. This paper discusses the difficulties of the task and presents a solution based on a Matlab toolbox and a set of virtual instruments. During the identification session, the obtained models may call for refinement or validation by new experiments. Using this integrated software-hardware tool, these subsequent experiments can be accomplished online with the identification procedure. As a demonstration, the modeling of a hairdryer is described. The universal applicability of this solution is believed to be guaranteed by the modular architecture of virtual instrumentation and the general definition of the software interface developed. The interface allows combining Matlab-based identification packages with virtual instruments or pure hardware interfaced to Matlab
Keywords :
frequency-domain analysis; identification; virtual instrumentation; Matlab toolbox; frequency domain system identification; identification loop; identification session; iterative process; modular architecture; virtual instrument; Computer architecture; Computer languages; Frequency domain analysis; Hardware; Instruments; Mathematical model; Packaging; Parametric statistics; System identification; Time domain analysis;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on