跳到主要导航 跳到搜索 跳到主要内容

Vibration-based fault diagnosis of slurry pumps using the neighborhood rough SET model

  • Xiaomin Zhao
  • , Qinghua Hu
  • , Yaguo Lei
  • , Ming J. Zuo
  • University of Alberta
  • Harbin Institute of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

2 引用 (Scopus)

摘要

Rough set has been widely used as a method of feature selection in fault diagnosis. The neighborhood rough set model can deal with both nominal and numerical features, but selecting the neighborhood size for its application may be a challenge. In this paper, we illustrate that using a single neighborhood size for all features may overestimate or underestimate a feature's degree of dependency. The neighborhood rough set model is then modified by setting different neighborhood sizes for different features. The modified model is applied to fault diagnosis of slurry pump impellers. The chosen feature subsets generated by the modified rough set model can be physically explained by the corresponding flow patterns and generate higher classification accuracy than the original feature subsets and the feature subsets generated by the original rough set model.

源语言英语
主期刊名ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2009
87-94
页数8
版本PARTS A AND B
DOI
出版状态已出版 - 2009
已对外发布
活动ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2009 - San Diego, CA, 美国
期限: 30 8月 20092 9月 2009

出版系列

姓名Proceedings of the ASME Design Engineering Technical Conference
编号PARTS A AND B
1

会议

会议ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2009
国家/地区美国
San Diego, CA
时期30/08/092/09/09

学术指纹

探究 'Vibration-based fault diagnosis of slurry pumps using the neighborhood rough SET model' 的科研主题。它们共同构成独一无二的指纹。

引用此