Nonlinear System Identification Using Audio-Inspired WaveNet Deep Neural Networks

Nonlinear system identification is a challenging task that requires accurate estimation of the structural model from observations of nonlinear behavior. The WaveNet, which was originally a neural network architecture for audio processing, has been modified and first introduced to the analysis of mec...

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Veröffentlicht in:	AIAA journal 2023-09, Vol.61 (9), p.4070-4078
Hauptverfasser:	Yuan, Weixuan, Zhu, Rui, Xiang, Tao, Marchesiello, Stefano, Anastasio, Dario, Fei, Qingguo
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial neural networks Computer architecture Feature extraction Identification methods Mechanical systems Multilayer perceptrons Neural networks Nonlinear systems Signal quality Structural models System identification Vibration response
Online-Zugang:	Volltext
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