Skip to main content

2021 | OriginalPaper | Buchkapitel

A Computer Vision-Based Approach for Non-contact Modal Analysis and Finite Element Model Updating

verfasst von : Marco Civera, Luca Zanotti Fragonara, Cecilia Surace

Erschienen in: European Workshop on Structural Health Monitoring

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Computer vision-based techniques for modal analysis and system identification are rapidly becoming of great interest for both academic research and engineering practice in structural engineering. For instance, this is particularly relevant in fields such as bridge or tall building monitoring, where the large size of the structure would require an expensive sensor network, and for the characterisation of very slender, highly-flexible structural components, where physically-attached sensors cannot be deployed without altering the mass and stiffness of the system under investigation. This study concerns the latter case. Here, an algorithm for the full-field, non-contact extraction and processing of useful information from vibrational data is applied. Firstly, video acquisition is used to capture rapidly very spatially- and temporally-dense information regarding the vibrational behaviour of a high-aspect-ratio (HAR) prototype wing, with high image quality and high frame rate. Video processing is then applied to extract displacement time histories from the collected data; in turn, these are used to perform Modal Analysis (MA) and Finite Element Model Updating (FEMU). Results are benchmarked against the ones obtained from a single-point laser Doppler vibrometer (LDV). The study is performed on the beam-like spar of the wing prototype with and without the sensors attached to appreciate the disruptive effects of sensor loading. Promising results were achieved.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Civera, M., Surace, C., Worden, K.: Detection of Cracks in Beams Using Treed Gaussian Processes, pp. 85–97. Springer, Cham (2017) Civera, M., Surace, C., Worden, K.: Detection of Cracks in Beams Using Treed Gaussian Processes, pp. 85–97. Springer, Cham (2017)
2.
Zurück zum Zitat Martucci, D., Civera, M., Surace, C., Worden, K.: Novelty detection in a cantilever beam using extreme function theory. J. Phys: Conf. Ser. 1106, 012027 (2018) Martucci, D., Civera, M., Surace, C., Worden, K.: Novelty detection in a cantilever beam using extreme function theory. J. Phys: Conf. Ser. 1106, 012027 (2018)
3.
Zurück zum Zitat Dussart, G., Portapas, V., Pontillo, A., Lone, M.: Flight dynamic modelling and simulation of large flexible aircraft. In: Flight Physics - Models, Techniques and Technologies; InTech (2018) Dussart, G., Portapas, V., Pontillo, A., Lone, M.: Flight dynamic modelling and simulation of large flexible aircraft. In: Flight Physics - Models, Techniques and Technologies; InTech (2018)
4.
Zurück zum Zitat Pontillo, A., Hayes, D., Dussart, G.X., Lopez Matos, G.E., Carrizales, M.A., Yusuf, S.Y., Lone, M.M.: Flexible high aspect ratio wing: low cost experimental model and computational framework. In: Proceedings of the 2018 AIAA Atmospheric Flight Mechanics Conference; American Institute of Aeronautics and Astronautics, Reston, Virginia (2018) Pontillo, A., Hayes, D., Dussart, G.X., Lopez Matos, G.E., Carrizales, M.A., Yusuf, S.Y., Lone, M.M.: Flexible high aspect ratio wing: low cost experimental model and computational framework. In: Proceedings of the 2018 AIAA Atmospheric Flight Mechanics Conference; American Institute of Aeronautics and Astronautics, Reston, Virginia (2018)
5.
Zurück zum Zitat Mottershead, J.E., Friswell, M.I.: Model updating in structural dynamics: a survey. J. Sound Vib. 167, 347–375 (1993)CrossRef Mottershead, J.E., Friswell, M.I.: Model updating in structural dynamics: a survey. J. Sound Vib. 167, 347–375 (1993)CrossRef
6.
Zurück zum Zitat Sehgal, S., Kumar, H.: Structural dynamic model updating techniques: a state of the art review. Arch. Comput. Meth. Eng. 23(3), 515–533 (2015)CrossRef Sehgal, S., Kumar, H.: Structural dynamic model updating techniques: a state of the art review. Arch. Comput. Meth. Eng. 23(3), 515–533 (2015)CrossRef
7.
Zurück zum Zitat Modak, S.V., Kundra, T.K., Nakra, B.C.: Comparative study of model updating methods using simulated experimental data. Comput. Struct. 80, 437–447 (2002)CrossRef Modak, S.V., Kundra, T.K., Nakra, B.C.: Comparative study of model updating methods using simulated experimental data. Comput. Struct. 80, 437–447 (2002)CrossRef
8.
Zurück zum Zitat Boscato, G., Russo, S., Ceravolo, R., Fragonara, L.Z.: Global sensitivity-based model updating for heritage structures. Comput. Civ. Infrastruct. Eng. 30, 620–635 (2015)CrossRef Boscato, G., Russo, S., Ceravolo, R., Fragonara, L.Z.: Global sensitivity-based model updating for heritage structures. Comput. Civ. Infrastruct. Eng. 30, 620–635 (2015)CrossRef
9.
Zurück zum Zitat Friswell, M., Mottershead, J.E.: Finite Element Model Updating in Structural Dynamics (2013) Friswell, M., Mottershead, J.E.: Finite Element Model Updating in Structural Dynamics (2013)
10.
Zurück zum Zitat Mottershead, J.E., Link, M., Friswell, M.I.: The sensitivity method in finite element model updating: a tutorial. Mech. Syst. Signal Process. 25, 2275–2296 (2011)CrossRef Mottershead, J.E., Link, M., Friswell, M.I.: The sensitivity method in finite element model updating: a tutorial. Mech. Syst. Signal Process. 25, 2275–2296 (2011)CrossRef
11.
Zurück zum Zitat Ewins, D.J.: Adjustment or updating of models. Sadhana - Acad. Proc. Eng. Sci. 25, 235–245 (2000) Ewins, D.J.: Adjustment or updating of models. Sadhana - Acad. Proc. Eng. Sci. 25, 235–245 (2000)
12.
Zurück zum Zitat Hooke, R., Jeeves, T.A.: “Direct search” solution of numerical and statistical problems. J. ACM 8, 212–229 (1961)CrossRef Hooke, R., Jeeves, T.A.: “Direct search” solution of numerical and statistical problems. J. ACM 8, 212–229 (1961)CrossRef
13.
Zurück zum Zitat Civera, M., Ferraris, M., Ceravolo, R., Surace, C., Betti, R.: The Teager-Kaiser energy cepstral coefficients as an effective structural health monitoring tool. Appl. Sci. 9, 5064 (2019)CrossRef Civera, M., Ferraris, M., Ceravolo, R., Surace, C., Betti, R.: The Teager-Kaiser energy cepstral coefficients as an effective structural health monitoring tool. Appl. Sci. 9, 5064 (2019)CrossRef
15.
Zurück zum Zitat Civera, M., Zanotti Fragonara, L., Surace, C.: Nonlinear dynamics of cracked, cantilevered beam-like structures undergoing large deflections. In: Proceedings of the Metrology for Aerospace (2019) Civera, M., Zanotti Fragonara, L., Surace, C.: Nonlinear dynamics of cracked, cantilevered beam-like structures undergoing large deflections. In: Proceedings of the Metrology for Aerospace (2019)
16.
Zurück zum Zitat Savitzky, A., Golay, M.J.E.: Smoothing and differentiation of data by simplified least squares procedures. Anal. Chem. 36, 1627–1639 (1964)CrossRef Savitzky, A., Golay, M.J.E.: Smoothing and differentiation of data by simplified least squares procedures. Anal. Chem. 36, 1627–1639 (1964)CrossRef
17.
Zurück zum Zitat Wadhwa, N., Rubinstein, M., Durand, F., Freeman, W.T.: Phase-based video motion processing. ACM Trans. Graph. 32, 1 (2013)CrossRef Wadhwa, N., Rubinstein, M., Durand, F., Freeman, W.T.: Phase-based video motion processing. ACM Trans. Graph. 32, 1 (2013)CrossRef
18.
Zurück zum Zitat Civera, M., Zanotti Fragonara, L., Surace, C.: Using video processing for the full-field identification of backbone curves in case of large vibrations. Sensors 19, 2345 (2019)CrossRef Civera, M., Zanotti Fragonara, L., Surace, C.: Using video processing for the full-field identification of backbone curves in case of large vibrations. Sensors 19, 2345 (2019)CrossRef
19.
Zurück zum Zitat Civera, M., Zanotti Fragonara, L., Surace, C.: An experimental study of the feasibility of phase-based video magnification for damage detection and localisation in operational deflection shapes. Strain 56(1) e12336 (2020) Civera, M., Zanotti Fragonara, L., Surace, C.: An experimental study of the feasibility of phase-based video magnification for damage detection and localisation in operational deflection shapes. Strain 56(1) e12336 (2020)
20.
Zurück zum Zitat Civera, M., Calamai, G., Zanotti Fragonara, L.: Experimental Modal analysis of structural systems by using the fast relaxed vector fitting method. Accepted for publication, Structural Control and Health Monitoring (2020) Civera, M., Calamai, G., Zanotti Fragonara, L.: Experimental Modal analysis of structural systems by using the fast relaxed vector fitting method. Accepted for publication, Structural Control and Health Monitoring (2020)
Metadaten
Titel
A Computer Vision-Based Approach for Non-contact Modal Analysis and Finite Element Model Updating
verfasst von
Marco Civera
Luca Zanotti Fragonara
Cecilia Surace
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-64594-6_47