Simplified Analysis for Multiple Input Systems: A Toolbox Study Illustrated on F-16 Measurements

Author:

Csurcsia Péter ZoltánORCID,Peeters Bart,Schoukens JohanORCID,De Troyer TimORCID

Abstract

This paper introduces a nonparametric, nonlinear system identification toolbox called SAMI (simplified analysis for multiple input systems) developed for industrial measurements of vibro-acoustic systems with multiple inputs. It addresses the questions related to the user-friendly (semi-)automatic processing of multiple-input, multiple-output measurements with respect to the design of an experiment and the analysis of the measured data. When the proposed toolbox is used, with minimal user interaction, it is easily possible (a) to decide whether the underlying system is linear or not, (b) to decide whether the linear framework is still adequate to be used, and (c) to tell an inexperienced user how much can be gained using an advanced nonlinear framework. The toolbox is illustrated on openly accessible F-16 ground vibration testing measurements.

Publisher

MDPI AG

Reference21 articles.

1. Past, present and future of nonlinear system identification in structural dynamics

2. Nonlinearity in Structural Dynamics: Detection, Identification and Modelling;Worden,2001

3. Nonparametric Data-Driven Modeling of Linear Systems: Estimating the Frequency Response and Impulse Response Function

4. Nonlinear System Identification: A User-Oriented Road Map;Schoukens;IEEE Control Syst. Mag.,2019

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