Title :
Upper Bounding Variations of Best Linear Approximations of Nonlinear Systems in Power Sweep Measurements
Author :
Schoukens, Johan ; Dobrowiecki, Tadeusz ; Rolain, Yves ; Pintelon, Rik
Author_Institution :
Electr. Meas. Dept. (ELEC), Vrije Univ. Brussel, Brussel, Belgium
fDate :
5/1/2010 12:00:00 AM
Abstract :
In many engineering applications, linear models are preferred, even if it is known that the system is nonlinear. A large class of nonlinear systems can be represented as Y = G BLA U + YS, with G BLA being the best linear approximation and YS being a nonlinear noise source that represents that part of the output that is not captured by the linear approximation. Because G BLA not only depends upon the linear dynamics but also on the nonlinear distortions, it will vary if the input power is changed. In this paper, we study under what conditions (class of excitations and class of nonlinear systems) these variations of G BLA can be bounded, starting from the knowledge of the power spectrum SYS. In general, without a restriction of the class of systems, no upper bound can be given. However, for some important classes of systems, the variations can be bounded by selecting a well-defined criterion. Since SYS can easily be measured using well-designed measurement procedures, it becomes possible to provide the designer with an upper bound for the variations of G BLA, leading to more robust design procedures.
Keywords :
approximation theory; linearisation techniques; modelling; nonlinear systems; signal processing; linear approximations; nonlinear systems; power sweep measurements; robust design procedure; upper bound; Linear approximation; nonlinear bias; nonlinear systems; nonlinearvariance; volterra;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2009.2038007