Paper Title:
Neural Networks Application in NC Machine Reliability Researching
  Abstract

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.

  Info
Periodical
Advanced Materials Research (Volumes 121-122)
Edited by
Donald C. Wunsch II, Honghua Tan, Dehuai Zeng, Qi Luo
Pages
271-274
DOI
10.4028/www.scientific.net/AMR.121-122.271
Citation
H. B. Zhang, Z. X. Jia, A. M. Xi, "Neural Networks Application in NC Machine Reliability Researching", Advanced Materials Research, Vols. 121-122, pp. 271-274, 2010
Online since
June 2010
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Bong Suk Kim, Soo Hun Lee, Jong Soo Kim, Jun Yeob Song
Abstract:The importance of evaluation and establishment during product development process, for the reliability and safety of mechanical system and...
1535
Authors: Wang Lan Tian
Abstract:Fuzzy neural network, which can deal with complex data and prediction process that other algorithms can not accomplish, has become a focus in...
930
Authors: Bing Chen, Xue Qin Hu, Bei Zhan Wang, Yin Huan Zheng
Chapter 5: Biotechnology, Chemical and Materials Engineering
Abstract:This paper proposed a new hybrid spectral clustering algorithm in which Mean Impact Value (MIV) was used in the cost dimension reduction. The...
695
Authors: Dan Dan Yuan, Hai Ning Tu, Guo Ping Liu
Chapter 2: Manufacturing and Design Science
Abstract:This paper elaborates on all kinds of existing methods of computing profile error, on account of integrated comparison of all good and bad...
2183
Authors: Cui Fang Zheng, Long Jiang, Li Qing Jiang, Zhi Jie Wu
Chapter 5: Information Processing and Computational Science
Abstract:Data mining techniques give us a feasible method to deal with great amount of data, which is generated during the software developing. Many...
738