Two-stage damage detection method using the artificial neural networks and genetic algorithms

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6377 LNCS, Issue M4D, 2010, Pages 325-332

  Pan, Dan Guang ^a   Lei, Su Su ^a   Wu, Shun Chuan ^a  

^a UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING   (China)

Author keywords

Artificial neural networks; Damage localization; Estimate of the damage extent; Genetic algorithms; Structures of civil engineering

Indexed keywords

ARTIFICIAL NEURAL NETWORK; COMPLEX STRUCTURE; DAMAGE EXTENT; DAMAGE LOCALIZATION; DAMAGE LOCATION; DYNAMIC CHARACTERISTICS; FEASIBLE REGIONS; INPUT PARAMETER; INTERVAL ESTIMATION; MODAL SHAPE; STRUCTURAL DAMAGES; STRUCTURES OF CIVIL ENGINEERING; TWO STAGE;

CIVIL ENGINEERING; GENETIC ALGORITHMS; NEURAL NETWORKS; STAGES; STRUCTURAL ANALYSIS;

DAMAGE DETECTION;

EID: 78649516737     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-16167-4_42     Document Type: Conference Paper

References (17)

1. Gao, Y.: Structural Health Monitoring Strategies for Smart Sensor Networks. Doctoral Dissertation, University of Illinois at Urbana-Champaign (2005)
2. Doebline, S. W., Farrar, C. R., Prime, M. B., et al.: Damage Identification and Health Monitoring of Structural and Mechanical Systems from Changes in the Vibration Characteristics: A Literature Review. Los Alamos National Laboratories. Report LA-13070-MS (1996)
3. Li, H. J., Wang, J. R., Hu, S. L. J.: Using Incomplete Modal Data for Damage Detection in Offshore Jacket Structures. Ocean Engineering 35, 1793-1799 (2008)
4. Anjan, D., Talukdar, S.: Damage Detection in Bridges Using Accurate Modal Parameters. Finite Elements in Analysis and Design 40, 287-304 (2004)
5. Gentile, C., Saisi, A.: Ambient Vibration Testing of Historic Masonry Towers for Structural Identification and Damage Assessment. Construction and Building Materials 21, 1311-1321 (2007)
6. Kaminski, P. C.: The Approximate Location of Damage through the Analysis of Natural Frequencies with Artificial Neural Networks. Journal of Process Mechanical Engineering 209, 117-123 (1995)
7. Ni, Y. Q., Wang, B. S., Ko, J. M.: Constructing Input Vectors to Neural Networks for Structural Damage Identification. Smart Materials and Structures 11, 825-833 (2002)
8. Lee, J. J., Lee, J. W., Yi, J. H., Yun, C. B., Jung, H. Y.: Neural Networks-Based Damage Detection for Bridges Considering Errors in Baseline Finite Element Models. Journal of Sound and Vibration 280, 555-578 (2005)
9. Mehrjoo, M., Khaji, N., Moharrami, H., Bahreininejad, A.: Damage Detection of Truss Bridge Joints Using Artificial Neural Networks. Expert Systems with Applications 35, 1122-1131 (2008)
10. Oliver, R. D. L., Piotr, O.: Prediction of Seismic-induced Structural Damage Using Artificial Neural Networks. Engineering Structures 31, 600-606 (2009)
11. María, P. G., José, L. Z.: Seismic Damage Identification in Buildings Using Neural Networks and Modal Data. Computers and Structures 86, 416-426 (2008)
12. Mares, C., Surace, C.: An Application of Genetic Algorithms to Identify Damage in Elastic Structures. Journal of Sound and Vibration 195, 195-215 (1996)
13. Friswell, M. I., Penny, J. E. T., Garvey, S. D.: A Combined Genetic Eigensensitivity Algorithm for the Location of Damage in Structures. Computers and Structures 69, 547-556 (1998)
14. Yun, C. B., Bahng, E. Y.: Substructural Identification Using Neural Networks. Computers and Structures 77, 41-52 (2000)
15. Ko, J. M., Sun, Z. G., Ni, Y. Q.: Multi-Stage Identification Scheme for Detecting Damage in Cable-Stayed Kap Shui Mun Bridge. Engineering Structures 24, 857-868 (2002)
16. Pan, D. G., Gao, Y. H., Song, J. L.: Multi-Level Interval Estimation for Locating damage in Structures by Using Artificial Neural Networks. In: Proceedings of the 2nd International Symposium on Computational Mechanics and the 12th International Conference on the Enhancement and Promotion of Computational Methods in Engineering and Science, pp. 442-447. AIP Press, New York (2010)
17. Cawley, P., Adams, R. D.: The Location of Defects in Structures from Measurements of Natural Frequencies. Journal of Strain Analysis 14, 49-57 (1979)