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  • 标题:Fault Diagnosis of LPRE Ground-testing Bed Based on PCA-SOM
  • 本地全文:下载
  • 作者:Zhigang Feng
  • 期刊名称:International Journal of Hybrid Information Technology
  • 印刷版ISSN:1738-9968
  • 出版年度:2014
  • 卷号:7
  • 期号:2
  • 页码:379-396
  • DOI:10.14257/ijhit.2014.7.2.33
  • 出版社:SERSC
  • 摘要:To effectively diagnose the deterministic faults of a LPRE ground-testing bed, the fault diagnosis method based on PCA and SOM is proposed. The dimension reduction process of PCA not only reduces data size, but also reduces noise influence. It also implements a visualization of fault status identification and fault variable orientation by SOM. Simulation and real fault data results indicate that the efficiency and identification ratio of PCA-SOM method are better than SOM method.
  • 关键词:ground-testing bed; fault diagnosis; principal component analysis (PCA); self- ; organizing map (SOM)
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