基于HSMM的数控装备运行可靠性评估
DOI:
作者:
作者单位:

作者简介:

通讯作者:

基金项目:

国家自然科学基金资助项目(51105141,51275191)


Operational reliability evaluation for CNC equipment based on HSMM
Author:
Affiliation:

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
    摘要:

    数控装备是高成本的产品,仅仅依靠寿命试验获得数控装备的失效时间耗费太大,在实验数据呈现小样本的情况下研究数控装备的运行性能随时间而变化的规律,从而对数控机床进行可靠性评估是非常有重要意义的.提出采用隐半马尔科夫模型(HSMM)对数控装备运行性能特征参数进行数据挖掘,计算出描述数控装备从正常状态到失效状态变迁过程的状态转移矩阵.结合状态转移矩阵和马尔科夫预测模型对数控装备运行可靠性进行评估.最后,在一款数控铣床上验证该方法的可行性,该方法丰富了数控装备可靠性评估理论.

    Abstract:

    CNC equipment is the high cost of the products, it cost too much to get the failure time of CNC equipment from life test alone. In order to evaluate the reliability of CNC machine tools is very important to study the performance of the numerical control equipment and the time-dependent pattern when the experimental data is not very rich. The hidden semi- Markov model ( HSMM ) was put forward for data mining on CNC equipment performance parameters. The state transition matrix was calculated which describing the failure process that CNC equipment from the normal state to the failure of the state transition. Combined state transition matrix and Markov prediction model to assess the reliability of CNC equipment. The feasibility of this method is verified in a numerical control milling machine, this method enriches the CNC equipment reliability assessment theory.

    参考文献
    相似文献
    引证文献
引用本文

袁军,毛征宇,刘繁茂.基于HSMM的数控装备运行可靠性评估[J].湖南科技大学学报(自然科学版),2013,28(3):26-30

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
历史
  • 收稿日期:
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2013-09-27