An Optimized Clustering Approach Using Simulated Annealing Algorithm with HMM Coordination for Rolling Elements Bearings’ Diagnosis
作者: Yinqiang GaoNan XieKai HuYing ZhuLiang Wang
作者单位: 1Tongji University
刊名: Journal of Failure Analysis and Prevention, 2017, Vol.17 (3), pp.602-619
来源数据库: Springer Journal
DOI: 10.1007/s11668-017-0278-3
关键词: DiagnosisClustering approachSimulated annealing k-means algorithm (SA-k-means)Degradation
英文摘要: Nowadays applying condition-based maintenance technology for detecting the states of machines or components could be anticipated, when the diagnostic and prognostic algorithms are successfully introduced. In particular, for those enduring components like rolling bearings with relative long service life and complex states of development, such like sudden collapse caused by pitting, the diagnosis process is essential for identifying damages and by that way reducing unnecessary costs in many fields of manufacturing industry. This paper presents an improved approach to clarify the defect states of rolling bearings by using optimized clustering method. The simulated annealing k-means algorithm is proposed, which is used to remove isolated noising data points from the main distribution. In...
原始语种摘要: Nowadays applying condition-based maintenance technology for detecting the states of machines or components could be anticipated, when the diagnostic and prognostic algorithms are successfully introduced. In particular, for those enduring components like rolling bearings with relative long service life and complex states of development, such like sudden collapse caused by pitting, the diagnosis process is essential for identifying damages and by that way reducing unnecessary costs in many fields of manufacturing industry. This paper presents an improved approach to clarify the defect states of rolling bearings by using optimized clustering method. The simulated annealing k-means algorithm is proposed, which is used to remove isolated noising data points from the main distribution. In...
全文获取路径: Springer  (合作)
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关键词翻译
关键词翻译
  • approach 
  • applying 施加
  • successfully 成功地
  • anticipated 预先
  • algorithm 算法
  • costs 费用
  • Diagnosis 诊断
  • bearings 轴承
  • particular 细致的
  • development 开发