Szczegóły publikacji

Opis bibliograficzny

Guided waves benchmark dataset and classifier comparison / Ziemowit DWORAKOWSKI, Mateusz HEESCH, Jakub GÓRSKI, Michał Dziendzikowski // W: European Workshop on Structural Health Monitoring : EWSHM 2022 : [EWSHM 2022 : 10th European Workshop on Structural Health Monitoring : Palermo, Italy, 4-7 July 2022], Vol. 3 / eds. Piervincenzo Rizzo, Alberto Milazzo. — Cham : Springer Nature Switzerland, cop. 2023. — (Lecture Notes in Civil Engineering ; ISSN 2366-2557 ; vol. 270). — ISBN: 978-3-031-07321-2; e-ISBN: 978-3-031-07322-9. — S. 71–78. — Bibliogr., Abstr. — Publikacja dostępna online od: 2022-06-22

Autorzy (4)

Słowa kluczowe

classificationaircraftguided wavessignal processingbenchmark

Dane bibliometryczne

ID BaDAP141382
Data dodania do BaDAP2022-08-30
DOI10.1007/978-3-031-07322-9_8
Rok publikacji2023
Typ publikacjimateriały konferencyjne (aut.)
Otwarty dostęptak
WydawcaSpringer
Czasopismo/seriaLecture Notes in Civil Engineering

Abstract

The guided-wave-based damage detection methodology is a well-established branch of Structural Health Monitoring. There are, however, many different approaches to processing and interpretation of signals acquired using guided waves. This paper presents the results of the SYPIN project in which a large database acquired in a diverse set of experiments was assembled. The experiments included static and variable environmental conditions, composite and metallic specimens of simple and complex geometries. The set includes, in particular, results of experiments on real-life aircraft specimens. This dataset was then used to benchmark several damage detection and quantification methodologies, including various classifiers and feature extraction methods. The performance of the methods is evaluated in a series of experiments, including knowledge transfer between different specimens. The paper presents the results of this research and provides a brief description of the dataset, which is made available for the scientific community’s use.

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#141383Data dodania: 30.8.2022
Damage detection based on voltage transfer ratio approach and Bayesian classifier / Michał Dziendzikowski, Mateusz HEESCH, Jakub GÓRSKI, Krzysztof Dragan, Ziemowit DWORAKOWSKI // W: European Workshop on Structural Health Monitoring : EWSHM 2022 : [EWSHM 2022 : 10th European Workshop on Structural Health Monitoring : Palermo, Italy, 4-7 July 2022], Vol. 3 / eds. Piervincenzo Rizzo, Alberto Milazzo. — Cham : Springer Nature Switzerland, cop. 2023. — (Lecture Notes in Civil Engineering ; ISSN 2366-2557 ; vol. 270). — ISBN: 978-3-031-07321-2; e-ISBN: 978-3-031-07322-9. — S. 150–159. — Bibliogr., Abstr. — Publikacja dostępna online od: 2022-06-22
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#133161Data dodania: 26.3.2021
Generative adversarial neural networks for guided wave signal synthesis / Mateusz HEESCH, Ziemowit DWORAKOWSKI, Krzysztof MENDROK // W: European Workshop on Structural Health Monitoring : special collection of 2020 papers : [EWSHM 2020 : 10th European Workshop on Structural Health Monitoring : Palermo, Italy, 1 July 2022], Vol. 2 / eds. Piervincenzo Rizzo, Alberto Milazzo. — Cham : Springer Nature Switzerland, cop. 2021. — (Lecture Notes in Civil Engineering ; ISSN 2366-2557 ; vol. 128). — ISBN: 978-3-030-64907-4; e-ISBN: 978-3-030-64908-1. — S. 14–23. — Bibliogr., Abstr. — Publikacja dostępna online od: 2021-01-09