Structural Damage Detection Based on curvature mode shapes and Neural Network Technique

被引:0
|
作者
Du Guangqian [1 ]
Zhu Changzhi [1 ]
Long Lijuan [2 ]
Zhang Meng [2 ]
机构
[1] Agr Univ Hebei, Shijiazhuang 071001, Hebei, Peoples R China
[2] Yixian Urban & Rural Planning Author, Yixian 074200, Peoples R China
来源
PROGRESS IN INDUSTRIAL AND CIVIL ENGINEERING, PTS. 1-5 | 2012年 / 204-208卷
关键词
Curvature mode shapes; Grey theory; Neural network; Damage detection;
D O I
10.4028/www.scientific.net/AMM.204-208.2907
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
On the basis of the theory that natural frequency changes and curvature mode shapes can be employed to determine the locations and degrees of damage of structures, a BP neural network technique with an improved input structure was developed. The two networks were used for diagnosis of structural damage, and structural damages were predicted using gray theory. The results showed that the gray theory to predict the structural damage neural network was applicable to irregular objects such injury problem diagnosis.
引用
收藏
页码:2907 / +
页数:2
相关论文
共 50 条
  • [21] Structural damage detection by integrating data fusion and probabilistic neural network
    Jiang, Shao-Fei
    Zhang, Chun-Ming
    Koh, C. G.
    ADVANCES IN STRUCTURAL ENGINEERING, 2006, 9 (04) : 445 - 458
  • [22] DAMAGE DETECTION IN REINFORCED CONCRETE BEAMS BY CHANGES OF CURVATURE MODAL SHAPES
    Xue, Gang
    Li, Feng-Ge
    PROCEEDINGS OF THE ELEVENTH INTERNATIONAL SYMPOSIUM ON STRUCTURAL ENGINEERING, VOL I AND II, 2010, : 450 - 453
  • [23] Damage detection in structural health monitoring using hybrid convolution neural network and recurrent neural network
    Dung Bui-Ngoc
    Hieu Nguyen-Tran
    Lan Nguyen-Ngoc
    Hoa Tran-Ngoc
    Thanh Bui-Tien
    Hung Tran-Viet
    FRATTURA ED INTEGRITA STRUTTURALE-FRACTURE AND STRUCTURAL INTEGRITY, 2022, 16 (59): : 461 - 470
  • [24] Irregular Continuum Structures Damage Detection based on Wavelet Transform and Neural Network
    Hamidian, Davood
    Salajegheh, Eysa
    Salajegheh, Javad
    KSCE JOURNAL OF CIVIL ENGINEERING, 2018, 22 (11) : 4345 - 4352
  • [25] Irregular Continuum Structures Damage Detection based on Wavelet Transform and Neural Network
    Davood Hamidian
    Eysa Salajegheh
    Javad Salajegheh
    KSCE Journal of Civil Engineering, 2018, 22 : 4345 - 4352
  • [26] Prediction of Unmeasured Mode Shape Using Artificial Neural Network for Damage Detection
    Goh, L. D.
    Bakhary, N.
    Rahman, A. A.
    Ahmad, B. H.
    JURNAL TEKNOLOGI, 2013, 61 (01):
  • [27] Neural Network-Based Damage Detection from Transfer Function Changes
    Vinayak, Hemant Kumar
    Kumar, Ashok
    Agarwal, Pankaj
    Thakkar, Shashi Kant
    JOURNAL OF EARTHQUAKE ENGINEERING, 2010, 14 (05) : 771 - 787
  • [28] Damage detection on rectangular laminated composite plates using wavelet based convolutional neural network technique
    Saadatmorad, Morteza
    Jafari-Talookolaei, Ramazan-Ali
    Pashaei, Mohammad-Hadi
    Khatir, Samir
    COMPOSITE STRUCTURES, 2021, 278 (278)
  • [29] Development in vibration-based structural damage detection technique
    Yan, Y. J.
    Cheng, L.
    Wu, Z. Y.
    Yam, L. H.
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2007, 21 (05) : 2198 - 2211
  • [30] Non-model-based damage identification of plates using principal, mean and Gaussian curvature mode shapes
    Xu, Y. F.
    Zhu, W. D.
    Smith, S. A.
    JOURNAL OF SOUND AND VIBRATION, 2017, 400 : 626 - 659