A Super-Harmonic Feature Based Updating Method for Crack Identification in Rotors Using a Kriging Surrogate Model

Lu, Zhiwen ORCID: 0000-0003-3945-4635, Lv, Yong and Ouyang, Huajiang ORCID: 0000-0003-0312-0326 (2019) A Super-Harmonic Feature Based Updating Method for Crack Identification in Rotors Using a Kriging Surrogate Model. Applied Sciences, 9 (12). p. 2428.

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Official URL: http://dx.doi.org/10.3390/app9122428

Abstract

<jats:p>Dynamic model updating based on finite element method (FEM) has been widely investigated for structural damage identification, especially for static structures. Despite the substantial advances in this method, the key issue still needs to be addressed to boost its efficiency in practical applications. This paper introduces the updating idea into crack identification for rotating rotors, which has been rarely addressed in the literature. To address the problem, a novel Kriging surrogate model-based FEM updating method is proposed for the breathing crack identification of rotors by using the super-harmonic nonlinear characteristics. In this method, the breathing crack induced nonlinear characteristics from two locations of the rotors are harnessed instead of the traditional linear damage features for more sensitive and accurate breathing crack identification. Moreover, a FEM of a two-disc rotor-bearing system with a response-dependent breathing crack is established, which is partly validated by experiments. In addition, the associated breathing crack induced nonlinear characteristics are investigated and used to construct the objective function of Kriging surrogate model. Finally, the feasibility and the effectiveness of the proposed method are verified by numerical experiments with Gaussian white noise contamination. Results demonstrate that the proposed method is effective, accurate, and robust for breathing crack identification in rotors and is promising for practical engineering applications.</jats:p>

Item Type:	Article
Depositing User:	Symplectic Admin
Date Deposited:	16 Jul 2019 14:37
Last Modified:	15 Mar 2024 05:43
DOI:	10.3390/app9122428
Open Access URL:	https://doi.org/10.3390/app9122428
Related URLs:	Publisher
URI:	https://livrepository.liverpool.ac.uk/id/eprint/3050045