Skip to main content

Bird Mating Optimizer in Structural Damage Identification

  • Conference paper
  • First Online:
Advances in Swarm and Computational Intelligence (ICSI 2015)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 9140))

Included in the following conference series:

Abstract

In this paper, a structural damage detection approach based on bird mating optimizer (BMO) is proposed. Local damage is represented by a perturbation in the elemental stiffness parameter of the structural finite element model. The damage parameters are determined by minimizing the error derived from modal data, and natural frequency and modal assurance criteria (MAC) of mode shape is employed to formulate the objective function. The BMO algorithm is adopted to optimize the objective and optimum set of stiffness reduction parameters are predicted. The results show that the BMO can identify the perturbation of the stiffness parameters effectively even under measurement noise.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Wu, X., Ghaboussi, J., Garrett, J.H.: Use of neural networks in detection of structural damge. Comput. Struct. 42(4), 649–659 (1992)

    Article  MATH  Google Scholar 

  2. Mares, C., Surace, C.: An application of genetic algorithms to identify damage in elastic structures. J. Sound Vib. 195(2), 195–215 (1996)

    Article  Google Scholar 

  3. Chou, J.H., Ghaboussi, J.: Genetic algorithm in structural damage detection. Comput. Struct. 79(14), 1335–1353 (2001)

    Article  Google Scholar 

  4. Mohan, S.C., Maiti, D.K., Maity, D.: Structural damage assessment using FRF employing particle swarm optimization. Appl. Math. Comput. 219(20), 10387–10400 (2013)

    Article  MATH  MathSciNet  Google Scholar 

  5. Kang, F., Li, J., Xu, Q.: Damage detection based on improved particle swarm optimization using vibration data. Appl. Soft Comput. 12(8), 2329–2335 (2012)

    Article  Google Scholar 

  6. Seyedpoor, S.M.: A two stage method for structural damage detection using a modal strain energy based index and particle swarm optimization. Int. J. Non-Linear Mech. 47(1), 1–8 (2012)

    Article  MathSciNet  Google Scholar 

  7. Kaveh, A., Hassani, B., Shojaee, S., Tavakkoli, S.M.: Structural topology optimization using ant colony methodology. Eng. Struct. 30(9), 2559–2565 (2008)

    Article  Google Scholar 

  8. Yu, L., Xu, P.: Structural health monitoring based on continuous ACO method. Microelectr. Reliab. 51(2), 270–278 (2011)

    Article  MathSciNet  Google Scholar 

  9. Majumdar, A., Maiti, D.K., Maity, D.: Damage assessment of truss structures from changes in natural frequencies using ant colony optimization. Appl. Math. Comput. 218(19), 9759–9772 (2012)

    Article  MATH  Google Scholar 

  10. Askarzadeh, A., Rezazadeh, A.: new heuristic optimization algorithm for modeling of proton exchange membrane fuel cell: bird mating optimizer. Int. J. Energy Res. 37(10), 1196–1204 (2013)

    Article  Google Scholar 

  11. Askarzadeh, A.: Bird mating optimizer: An optimization algorithm inspired by bird mating strategies. Commun. Nonlinear Sci. Numer. Simul. 19(4), 1213–1228 (2014)

    Article  MathSciNet  Google Scholar 

  12. Askarzadeh, A., Rezazadeh, A.: Extraction of maximum power point in solar cells using bird mating optimizer-based parameters identification approach. Sol. Energy. 90, 123–133 (2013)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Z. R. Lu .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this paper

Cite this paper

Li, H., Liu, J.K., Lu, Z.R. (2015). Bird Mating Optimizer in Structural Damage Identification. In: Tan, Y., Shi, Y., Buarque, F., Gelbukh, A., Das, S., Engelbrecht, A. (eds) Advances in Swarm and Computational Intelligence. ICSI 2015. Lecture Notes in Computer Science(), vol 9140. Springer, Cham. https://doi.org/10.1007/978-3-319-20466-6_5

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-20466-6_5

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-20465-9

  • Online ISBN: 978-3-319-20466-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics