期刊文献+

一种基于油液光谱分析和免疫原理的内燃机磨损故障诊断方法 被引量:7

A Fault Diagnosis Approach of Engine Using Immunological Theory and Spectrometric Oil Analysis
下载PDF
导出
摘要 人工免疫系统(AIS)具有分布性、自适应性和动平衡性等特点,通过在油液分析领域引入免疫原理,将油液光谱分析的正常数据和故障数据分别作为AIS的自己串和非己串,进化学习后生成典型故障条件下的成熟检测器,并依据该检测器对某型军用内燃机油液分析数据进行了故障诊断。应用结果表明:新的内燃机故障诊断方法能够有效分辨出故障数据,取得了很好的故障诊断效果。 Artificial immune system(AIS) is a new computational intelligence approach which uses ideas gleaned from immunology and has advantages in performing a wide range of tasks in various areas of research. In this paper, AIS was applied in wear fault diagnosis of engine and propose a new wear fault diagnosis approach using immunological theory. An immune algorithm for the problem was proposed and was used for fault detection of an engine. The results show that the approach using immunological theory can detect the wear fault correctly.
机构地区 军械工程学院
出处 《内燃机工程》 EI CAS CSCD 北大核心 2008年第1期77-80,共4页 Chinese Internal Combustion Engine Engineering
基金 国家自然科学基金(50705097)
关键词 内燃机 故障诊断 免疫原理 油液光谱分析 IC engine fault diagnosis immunological theory spectrometric oil analysis
  • 相关文献

参考文献7

  • 1莫宏伟主编..人工免疫系统原理与应用[M].哈尔滨:哈尔滨工业大学出版社,2003:267.
  • 2Hofmeyr, Forrest, Architecture for an artificial immune system[J]. Evolutionary Omputation,2000,8(4) :443-473. 被引量:1
  • 3Castro D, Fernando J. An evolutionary immune network for data clustering[C]. In Proc of the IEEE SBFN, November 2000. 被引量:1
  • 4Branco P J C, Dente J A, Mends R V:Using immunology principles cor fault detection[J]. IEEE Transactions on Industrial Electronics, 2003,50(2) :362-373. 被引量:1
  • 5刘树林,王日新,黄文虎,时文刚.基于反面选择算法的压缩机振动在线监测方法研究[J].压缩机技术,2001(5):9-10. 被引量:11
  • 6Forrest S, Javornik B, Smith R E, et al. Perelson Using genetic algorithms to explore pattern recognition in the immune system [M]. Evolutionary Computation, 1993. 被引量:1
  • 7Forrest S, Perelson A S, Allen L, et al. Self-nonself discrimination in a computer[C]. In: Proc IEEE Symposium on Research in Security and Privacy, Okaland, CA, 1994:202-212. 被引量:1

二级参考文献4

  • 1[1]DasguptaD., Attoh-Okine N. Innunity-based Systems: A Survey. In: Proc 1997 IEEE Int Conf on Systems. Man and Cybernetics, Orlando, FL, USA, 1997, 1: 869-874. 被引量:1
  • 2[2]Jerne N K. Toward a Network Theory of the Immune System.Annual Immunology, 1974, 125c: 373-389. 被引量:1
  • 3[3]ForrestS, PerelsonAS, AllenL, CherukuriR. Self-nonself Discrimination in a Computer. In: Proc IEEE Symposium on Research in Security and Privacy, Okaland, CA, 1994, 202-212. 被引量:1
  • 4[4]DasguptaD., & Forrest, S. Artificial Immune Systems in Industrial Applications. In Proc of the IPMM ' 99, 1999, 257-267. 被引量:1

共引文献10

同被引文献104

引证文献7

二级引证文献40

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部