Neural Networks Application in NC Machine Reliability Researching

被引:0
作者
Zhang Hong Bin [1 ]
Jia Zhi Xin [1 ]
Xi An Min [1 ]
机构
[1] Univ Sci & Technol China, Sch Mech Engn, Hefei, Peoples R China
来源
NANOTECHNOLOGY AND COMPUTER ENGINEERING | 2010年 / 121-122卷
关键词
Neural networks; NC machine; Reliability modeling; Reliability prediction;
D O I
10.4028/www.scientific.net/AMR.121-122.271
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The application of neural networks in Numerical Control (NC) machine reliability researching is introduced in this paper. Because of small reliability data sample, it is difficult to establish the reliability data distribution model, predict the reliability and allocate the reliability of NC machine. By using the neural networks, the reliability data of NC machine is extended. The reliability data distribution model can be established, the reliability prediction can also be done accurately. It is proved by the instance that the reliability prediction accuracy is improved 57% by the proposed method. The application of neural networks has a good reference to NC machine reliability researching.
引用
收藏
页码:271 / 274
页数:4
相关论文
共 50 条
  • [21] Application of Neural Networks to Voltage Fluctuations Measurement - Neural Networks Flickermeter
    Szlosek, Marcin
    PRZEGLAD ELEKTROTECHNICZNY, 2008, 84 (11): : 299 - 302
  • [22] Application of BP Neural Network in the Reliability Prediction
    Jiang Wei
    Zhang Meng
    Chen Zhi-ling
    Liu Yun
    Li Ning
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 3814 - 3818
  • [23] Predicting component reliability and level of degradation with complex-valued neural networks
    Fink, Olga
    Zio, Enrico
    Weidmann, Ulrich
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2014, 121 : 198 - 206
  • [24] Impact of the WampServer application in Blended learning considering data science, machine learning, and neural networks
    Salas-Rueda, Ricardo-Adan
    E-LEARNING AND DIGITAL MEDIA, 2020, 17 (03) : 199 - 217
  • [25] Discriminant training of neural networks for machine translation
    Quoc-Khanh Do
    Allauzen, Alexandre
    Yvon, Francois
    TRAITEMENT AUTOMATIQUE DES LANGUES, 2016, 57 (01): : 111 - 135
  • [26] Neural Networks & Machine Learning in Cognitive Radar
    Smith, Graeme E.
    Gurburt, Sevgi Z.
    Bruggenwirth, Stefan
    John-Baptiste, Peter
    2020 IEEE RADAR CONFERENCE (RADARCONF20), 2020,
  • [27] IMPLEMENTATIONS OF ARTIFICIAL NEURAL NETWORKS ON THE CONNECTION MACHINE
    SINGER, A
    PARALLEL COMPUTING, 1990, 14 (03) : 305 - 315
  • [28] Adaptive sampling with neural networks for system reliability analysis
    Xiao, Ning-Cong
    Zhan, Hongyou
    Yuan, Kai
    2020 ASIA-PACIFIC INTERNATIONAL SYMPOSIUM ON ADVANCED RELIABILITY AND MAINTENANCE MODELING (APARM), 2020,
  • [29] Enhancing the Reliability of Split Computing Deep Neural Networks
    Esposito, Giuseppe
    Guerrero-Balaguera, Juan-David
    Condia, Josie E. Rodriguez
    Levorato, Marco
    Reorda, Matteo Sonza
    2024 IEEE 30TH INTERNATIONAL SYMPOSIUM ON ON-LINE TESTING AND ROBUST SYSTEM DESIGN, IOLTS 2024, 2024,
  • [30] Assessing the reliability of CAD software by means of neural networks
    Solomentsev Y.M.
    Kabak I.S.
    Sukhanova N.V.
    Russian Engineering Research, 2015, 35 (12) : 879 - 882