Application of Unified Smart Classification and Modified Weight Elimination algorithms to damage evaluation in composite structures

被引:0
|
作者
Iskandarani, Mahmoud Z. [1 ]
机构
[1] Department of Electrical Engineering, Al-Zaytoonah Private University of Jordan, P O BOX: 911597, Post Code: 11191, Amman, Jordan
来源
WSEAS Transactions on Computers | 2010年 / 9卷 / 09期
关键词
Data handling - Nondestructive examination - Composite structures - Classification (of information) - Neural networks;
D O I
暂无
中图分类号
学科分类号
摘要
Unified Smart Classification Algorithm (USCA) for the purpose of data processing and classification of data obtained from different testing techniques is designed and tested. The developed algorithm conditions data taken from damaged composite structures such as modern car bodies and Plane frame structure. It is used in conjunction with a Modified Weight Elimination Neural Networks Algorithm (MWEA) to provide predictive models for impact damage in composite structures. The developed neural models correlated between various NDT testing techniques, such that in the absence of one technique, its results are predicted by the Neural Network through interrogation of available data obtained using other testing methods. The real and predicted data showed good agreements in terms of classification and prediction.
引用
收藏
页码:1002 / 1011
相关论文
共 50 条
  • [21] Damage assessment of composite structures using inverse analysis and genetic algorithms
    Sherratt, P.J.
    Panni, D.C.
    Nurse, A.D.
    Key Engineering Materials, 2001, 204-205 : 409 - 418
  • [22] Damage assessment of composite structures using inverse analysis and genetic algorithms
    Sherratt, PJ
    Panni, DC
    Nurse, AD
    DAMAGE ASSESSMENT OF STRUCTURES, 2001, 204-2 : 409 - 418
  • [23] An evaluation of damage tolerance characteristics of sandwich composite structures
    Candiani, L
    Mariani, U
    Caprice, MD
    Lazzeri, L
    ICAF 97: FATIGUE IN NEW AND AGEING AIRCRAFT, VOLS I AND II: VOL I: LECTURE PAPERS, VOL II: POSTER PAPERS, 1997, : 287 - 305
  • [24] Critical Evaluation of Metaheuristic Algorithms for Weight Minimization of Truss Structures
    Charalampakis, Aristotelis E.
    Tsiatas, George C.
    FRONTIERS IN BUILT ENVIRONMENT, 2019, 5
  • [25] Simulation techniques for piezoelectric composite materials and their application to smart structures
    Sester, M
    Poizat, C
    SMART STRUCTURES AND MATERIAL 2000: SMART STRUCTURES AND INTEGRATED SYSTEMS, 2000, 3985 : 750 - 758
  • [26] EVALUATION OF RELOCATION CLUSTERING ALGORITHMS FOR THE AUTOMATIC CLASSIFICATION OF CHEMICAL STRUCTURES
    WILLETT, P
    JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 1984, 24 (01): : 29 - 33
  • [27] Structural vibration-based damage classification of delaminated smart composite laminates
    Khan, Asif
    Kim, Heung Soo
    Sohn, Jung Woo
    ACTIVE AND PASSIVE SMART STRUCTURES AND INTEGRATED SYSTEMS XII, 2018, 10595
  • [28] General micromechanical modeling of smart composite shells with application to smart honeycomb sandwich structures
    Kalamkarov, A. L.
    Saha, G. C.
    Georgiades, A. V.
    COMPOSITE STRUCTURES, 2007, 79 (01) : 18 - 33
  • [29] Damage localization on composite structures: radial basis function application
    Cuomo, Stefano
    Fierro, Gian Piero M.
    Meo, Michele
    NONDESTRUCTIVE CHARACTERIZATION AND MONITORING OF ADVANCED MATERIALS, AEROSPACE, CIVIL INFRASTRUCTURE, AND TRANSPORTATION VIX, 2020, 11380
  • [30] Damage detection in smart composite structures using low frequency structural vibration
    Khan, Asif
    Kim, Heung Soo
    Sohn, Jung Woo
    NANO-, BIO-, INFO-TECH SENSORS, AND 3D SYSTEMS IV, 2020, 11378