Application of BP artificial neural network in structure damage identification

2010 International Conference on Intelligent Computation Technology and Automation, ICICTA 2010

Volumn 1, Issue , 2010, Pages 733-737

  Chen, Xiang Jun ^a   Gao, Zhan Feng ^a   Wang, Wei ^a  

^a SHIJIAZHUANG TIEDAO UNIVERSITY   (China)

Author keywords

Artificial neural network; BP algorithm; Damage identification; Data preprocessing

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BP ALGORITHM; BP ARTIFICIAL NEURAL NETWORK; DAMAGE IDENTIFICATION; DATA PREPROCESSING; EXISTING STRUCTURE; EXPERIMENTAL METHODS; HIDDEN LAYERS; IMPROVED METHODS; NETWORK MODELS; RATE OF CHANGE; STRUCTURE DAMAGE; TEST RESULTS;

BACKPROPAGATION ALGORITHMS; CABLES; DAMAGE DETECTION; DATA PROCESSING;

NEURAL NETWORKS;

EID: 77955785248     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICICTA.2010.150     Document Type: Conference Paper

References (12)

1. LI Hong-nan and LI Dong-sheng, "Safety assessment, health monitoring and damage diagnosis for structures in civil engineering," Earthquahe Engineering and Engineering vibration, vol.22, no.3, pp. 82~90, 2002. (in Chinese).
2. SUN Teng-ge and ZHU Tong, "The status and advances on structure health monitoring in civil engineering," Journal of Shandong Institute of Architecture and Engineering, vol.21, no.1, pp. 82~85, 2006. (in Chinese).
3. SHANG Xin, "Research of Concrete Cable-stayed Bridge Health Condition Evaluation Technique Based on ANN," XIAN, CHANG'AN UNIVERSITY, 2004 (in Chinese).
4. ZHANG Yue-qiang, "Methods and Research of Structural Damage Detection Based on Neural Network Technique," BEIJING, BEIJING UNIVERSITY OF TECHNOLOGY, 2004 (in Chinese).
5. X. Wu, J. Ghaboussi and J. H. Garrett, "Use of Neural Network in Detection of Structural Damage," Computers & Structures, vol.42, no.4, pp. 649-659, 1992.
6. LI Gong-yu, "Studies on Fault Diagnosis of Damaged Structures by Neural Network Method," Journal of Vibration and Shock, vol.22, No.1, pp.4~9, 2003. (in Chinese).
7. Wang Bai-sheng, Y.Q.Ni and J.M.Ko, "Numerical Study of Damage Localization for Tsing Ma Bridge Deck," China Civil Engineering Journal, vol.34, no.3, pp. 66~73, 2001. (in Chinese).
8. YIN Nian-dong, "Design of BP neural network in engineering application," Information Technology, vol.27, no.6, pp. 18~21, 2003. (in Chinese).
9. Adams R D, Cawley P, Pye C J, et al, "A vibration technique for nondestructively assessing the integrity of structure," Journal Mechanical Engineering Science, vol.20, no.2, pp. 93-100, 1978.
10. Cawley P, Adams R D, "The location of defects in structures from measurements of natural frequencies," Journal of Strain Analysis, vol.14, no.2, pp. 49-57, 1979.
11. Hearn G, Testa R B, "Modal analysis for damage detection in structure," Journal of Structure Engineering, vol.117, no.11, pp. 3042-3063, 1991.
12. GAO Fang-qing, Jin Jian-ming and Gao shu-ying, "Damage Detection in Structures by Modal Analysis," Journal of Southwest Jiaotong University, vol.33, no.1, 1998. (in Chinese).