AE behaviors evaluation with BP neural network

被引:0
|
作者
Cheng, Runwei [1 ]
Tozawa, Tatsumi [1 ]
Gen, Mitsuo [1 ]
Kato, Hajime [1 ]
Takayama, Yoshimasa [1 ]
机构
[1] Utsunomiya Univ, Utsunomiya, Japan
来源
Computers and Industrial Engineering | 1996年 / 31卷 / 3-4期
关键词
Acoustic emissions - Algorithms - Backpropagation - Computer simulation - Crack propagation - Fatigue testing - Magnesium alloys - Nondestructive examination;
D O I
暂无
中图分类号
学科分类号
摘要
This paper reports our experiment on training a three layer forwards neural network with back-propagation algorithm (BP) to memorize acoustic emission (AE) behaviors of magnesium alloy during fatigue test process and perform the mapping from AE behaviors to fatigue crack propagation. This study reveals the potential possibility of using artificial neural networks for automated AE testing. Simulation results are very encouraging and conclusively in favor of this attempt.
引用
收藏
页码:867 / 871
相关论文
共 50 条
  • [41] Applying of GA-BP BP neural network in the land ecological security evaluation
    Wu, Li
    Zhou, Jing
    Li, Zhouhong
    IAENG International Journal of Computer Science, 2020, 47 (01): : 11 - 18
  • [42] Computer Network Security Evaluation Based on LM-BP Neural Network
    Huo, Zhenquan
    2018 4TH INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND MATERIAL APPLICATION, 2019, 252
  • [43] Accounting Information Quality Evaluation Based on BP Neural Network Evaluation Model
    Zhang, Lei
    FORTHCOMING NETWORKS AND SUSTAINABILITY IN THE IOT ERA (FONES-IOT 2021), VOL 1, 2022, 129 : 157 - 164
  • [44] Comparative analysis of BP neural network and RBF neural network in seismic performance evaluation of pier columns
    Liu, Qinglin
    Sun, Panxu
    Fu, Xueyi
    Zhang, Jian
    Yang, Hong
    Gao, Huaguo
    Li, Yazhou
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2020, 141
  • [45] Neural network prediction of AE data
    Takalo, Jouni
    Timonen, Jussi
    Geophysical Research Letters, 1997, 24 (19): : 2403 - 2406
  • [46] Neural network prediction of AE data
    Takalo, J
    Timonen, J
    GEOPHYSICAL RESEARCH LETTERS, 1997, 24 (19) : 2403 - 2406
  • [47] Research of the Evaluation of the University Students' Network Moral Anomie Based on the BP Neural Network
    Wang Kunzhong
    Chen Silin
    PROCEEDINGS OF THE FOURTH INTERNATIONAL SYMPOSIUM ON EDUCATION MANAGEMENT AND KNOWLEDGE INNOVATION ENGINEERING, VOLS 1 AND 2, 2011, : 876 - 881
  • [48] The BP Neural Network with MATLAB
    Yan, Zhi-hui
    Zeng, Ling
    INTERNATIONAL CONFERENCE ON ELECTRICAL, CONTROL AND AUTOMATION ENGINEERING (ECAE 2013), 2013, : 565 - 569
  • [49] A shallow evaluation of ideological and political work in the network environment on the basis of bp neural network
    Mu, Mu, 1600, Trade Science Inc, 126,Prasheel Park,Sanjay Raj Farm House,Nr. Saurashtra Unive, Rajkot, Gujarat, 360 005, India (10):
  • [50] Application of BP Neural Network Based on Matlab in Comprehensive Evaluation for Highway Network Planning
    Wang, Li
    SUSTAINABLE CITIES DEVELOPMENT AND ENVIRONMENT PROTECTION, PTS 1-3, 2013, 361-363 : 1915 - 1918