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Fault diagnosis of rocket engine ground testing bed with self-organizing maps (SOMs)

ZHU Ning FENG Zhi-gang WANG Qi

哈尔滨工业大学学报(英文版)2009,Vol.16Issue(2):204-208,5.
哈尔滨工业大学学报(英文版)2009,Vol.16Issue(2):204-208,5.

Fault diagnosis of rocket engine ground testing bed with self-organizing maps (SOMs)

Fault diagnosis of rocket engine ground testing bed with self-organizing maps (SOMs)

ZHU Ning 1FENG Zhi-gang 2WANG Qi1

作者信息

  • 1. Dept. Of Automatic Measurement and Control, Harbin Institute of Technology, Harbin 150001, China
  • 2. School of Automation, Shenyang Institute of Aeronautical Engineering, Shenyang 110136, China
  • 折叠

摘要

Abstract

To solve the fault diagnosis problem of liquid propellant rocket engine ground testing bed, a fault diagnosis approach based on self-organizing map (SOM) is proposed. The SOM projects the multidimensional ground testing bed data into a two-dimensional map. Visualization of the SOM is used to cluster the ground testing bed data. The out map of the SOM is divided to several regions. Each region is represented for one fault mode. The fault mode of testing data is determined according to the region of their labels belonged to. The method is evaluated using the testing data of a liquid-propellant rocket engine ground testing bed with sixteen fault states. The results show that it is a reliable and effective method for fault diagnosis with good visualization property.

关键词

fault diagnosis/self-organizing map (SOM)/U-matrix/visualization

Key words

fault diagnosis/self-organizing map (SOM)/U-matrix/visualization

分类

信息技术与安全科学

引用本文复制引用

ZHU Ning,FENG Zhi-gang,WANG Qi..Fault diagnosis of rocket engine ground testing bed with self-organizing maps (SOMs)[J].哈尔滨工业大学学报(英文版),2009,16(2):204-208,5.

基金项目

Sponsored by the National Natural Science Foundation of China(Grant No. NSFC-60572010). (Grant No. NSFC-60572010)

哈尔滨工业大学学报(英文版)

1005-9113

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