Skip to main content

2015 | OriginalPaper | Buchkapitel

The Potential of the Firefly Algorithm for Damage Localization and Stiffness Identification

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

search-config
loading …

Abstract

The identification of those differences between the current behavior and the initial state of a structure which are indicative of the presence of damage is one of the aims of structural health monitoring. Since the last decades, considerable research advances have been conducted in the optimization field. In this paper, an objective function that minimizes the discrepancies between the analytical and the experimental modal features obtained from the measurements of the actual dynamic response of a structure is formulated. Once the stiffness parameters are set as design variables, the firefly algorithm is applied to carry out the iterations toward the global minima. Partial solutions are analyzed along different steps of the procedure and identified as local optima by calculating the new stiffness matrices and estimating the corresponding values of the objective function. Eventually, the damage detection and localization are pursued by the comparison between the stiffness matrix identified once the optimization process is finished and the starting one. This procedure is applied to a numerical example, which is representative of a generic structure meshed into finite elements where damage is introduced as a local stiffness reduction.

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 Gandomi, A.H., Yang, X.S., Alavi, A.H.: Mixed variable structural optimization using firefly algorithm. Comput. Struct. 89, 2336–2535 (2011)CrossRef Gandomi, A.H., Yang, X.S., Alavi, A.H.: Mixed variable structural optimization using firefly algorithm. Comput. Struct. 89, 2336–2535 (2011)CrossRef
2.
Zurück zum Zitat Perera, R., Ruiz, A., Manzano, C.: An evolutionary multiobjective framework for structural damage localization and quantification. Eng. Struct. 292, 2540–2550 (2007)CrossRef Perera, R., Ruiz, A., Manzano, C.: An evolutionary multiobjective framework for structural damage localization and quantification. Eng. Struct. 292, 2540–2550 (2007)CrossRef
3.
Zurück zum Zitat Yang, X.S.: Nature-inspired metaheuristic algorithms, 2nd edn. Luniver Press (2010) Yang, X.S.: Nature-inspired metaheuristic algorithms, 2nd edn. Luniver Press (2010)
4.
Zurück zum Zitat Yang, X.S.: Multiobjective firefly algorithm for continuous optimization. Eng. Comput. 29, 175–184 (2013)CrossRef Yang, X.S.: Multiobjective firefly algorithm for continuous optimization. Eng. Comput. 29, 175–184 (2013)CrossRef
5.
Zurück zum Zitat Yang, X.S.: Firefly algorithms for multimodal optimization, in stochastic algorithms: foundations and applications, SAGA 2009. Lect. Notes Comput. Sci. 5792, 169–178 (2009)CrossRef Yang, X.S.: Firefly algorithms for multimodal optimization, in stochastic algorithms: foundations and applications, SAGA 2009. Lect. Notes Comput. Sci. 5792, 169–178 (2009)CrossRef
6.
Zurück zum Zitat Casciati, F., Elia, L., Faravelli, L.: Optimization of sensors location for structural monitoring, on the proceedings of OPT-i, international conference on engineering and applied sciences optimization. Kos Island, Greece, (2014) Casciati, F., Elia, L., Faravelli, L.: Optimization of sensors location for structural monitoring, on the proceedings of OPT-i, international conference on engineering and applied sciences optimization. Kos Island, Greece, (2014)
7.
Zurück zum Zitat Casciati, S., Elia, L.: Potential of metaheuristic methods for damage localization and stiffness identification, on the proceedings of OPT-i, international conference on engineering and applied sciences optimization. Kos Island, Greece (2014) Casciati, S., Elia, L.: Potential of metaheuristic methods for damage localization and stiffness identification, on the proceedings of OPT-i, international conference on engineering and applied sciences optimization. Kos Island, Greece (2014)
8.
Zurück zum Zitat Casciati, S.: Stiffness identification and damage localization via differential evolution algorithms. Struct. Control Health Monit. 15, 439–449 (2008)CrossRef Casciati, S.: Stiffness identification and damage localization via differential evolution algorithms. Struct. Control Health Monit. 15, 439–449 (2008)CrossRef
9.
Zurück zum Zitat Matlab Matlab user manual. Mathworks Inc., Lowell (2013) Matlab Matlab user manual. Mathworks Inc., Lowell (2013)
10.
Zurück zum Zitat Nair, K.K., Kiremidjian, A.S., Law, K.H.: Time series-based damage detection and localization algorithm with application to the ASCE benchmark structure. J. Sound Vib. 291, 349–368 (2006)CrossRef Nair, K.K., Kiremidjian, A.S., Law, K.H.: Time series-based damage detection and localization algorithm with application to the ASCE benchmark structure. J. Sound Vib. 291, 349–368 (2006)CrossRef
11.
Zurück zum Zitat Papadimitriou, C.: Optimal sensor placement methodology for parametric identification of structural systems. J. Sound Vib. 278, 923–947 (2004)CrossRefMATHMathSciNet Papadimitriou, C.: Optimal sensor placement methodology for parametric identification of structural systems. J. Sound Vib. 278, 923–947 (2004)CrossRefMATHMathSciNet
12.
Zurück zum Zitat Morlier J.: Méthodes d’analyse des déformées modales par traitement du signal pour le diagnostic in situ de structures. Ph.D. Thesis, University of Bordeaux, France (2005) (in French) Morlier J.: Méthodes d’analyse des déformées modales par traitement du signal pour le diagnostic in situ de structures. Ph.D. Thesis, University of Bordeaux, France (2005) (in French)
13.
Zurück zum Zitat El-Borgi, S., Choura, S., Ventura, C., Baccouc, M., Cherif, F.: Modal identification and model updating of a reinforcement concrete bridge. Smart Struct. Syst. 1, 83–101 (2005)CrossRef El-Borgi, S., Choura, S., Ventura, C., Baccouc, M., Cherif, F.: Modal identification and model updating of a reinforcement concrete bridge. Smart Struct. Syst. 1, 83–101 (2005)CrossRef
14.
Zurück zum Zitat Savoia M., Vincenzi L.: Differential evolution algorithm for dynamic structural identification. In: Proceedings of ICOSSAR’05, Rome, Italy, Millpress, Rotterdam (2005) Savoia M., Vincenzi L.: Differential evolution algorithm for dynamic structural identification. In: Proceedings of ICOSSAR’05, Rome, Italy, Millpress, Rotterdam (2005)
15.
Zurück zum Zitat S. Casciati, L. Faravelli, Stiffness matrix estimation via differential evolution algorithm. In: Proceedings of the Third European Workshop on Structural Health Monitoring, Granada, Spain. DEStech Publications, Lancaster, U.S.A. (2006) S. Casciati, L. Faravelli, Stiffness matrix estimation via differential evolution algorithm. In: Proceedings of the Third European Workshop on Structural Health Monitoring, Granada, Spain. DEStech Publications, Lancaster, U.S.A. (2006)
16.
Zurück zum Zitat Faravelli, L., Marazzi F.: Stiffness matrices and genetic algorithm identifiers toward damage detection. In: Proceedings of IABMAS’06, Porto, Portugal (2006) Faravelli, L., Marazzi F.: Stiffness matrices and genetic algorithm identifiers toward damage detection. In: Proceedings of IABMAS’06, Porto, Portugal (2006)
Metadaten
Titel
The Potential of the Firefly Algorithm for Damage Localization and Stiffness Identification
verfasst von
Sara Casciati
Lorenzo Elia
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-13826-8_9