Volume 23 Issue 9
Sep.  2008
Turn off MathJax
Article Contents
HOU Sheng-li, WANG Wei, HU Jin-hai, ZHOU Gen-na. Immune-neural networks model of aeroengine performance monitoring[J]. Journal of Aerospace Power, 2008, 23(9): 1748-1752.
Citation: HOU Sheng-li, WANG Wei, HU Jin-hai, ZHOU Gen-na. Immune-neural networks model of aeroengine performance monitoring[J]. Journal of Aerospace Power, 2008, 23(9): 1748-1752.

Immune-neural networks model of aeroengine performance monitoring

  • Received Date: 2007-09-17
  • Rev Recd Date: 2008-01-17
  • Publish Date: 2008-09-28
  • Amodel for aeroengine performance monitoring and fault detection was proposed based on immune-neural networks.With immune recognition mechanism of the artificial immune system,this model was combined with artificial neural networks to attain the degrees of engine performance's abnormal state for monitoring engine performance.The approach can sensitively and accurately reflect the whole performance of the engine.Meanwhile,this method improves the rate of identifying whether the performance of the engine is normal or not,finds out the potential forepart fault of engine and prevents the spread of the fault.The validity of this method is testified by monitoring certain type of turbo-fan engine.

     

  • loading
  • [1]
    谢寿生.某型飞机发动机故障诊断与性能趋势监测研究[D].西安:西北工业大学,1998.XIE Shousheng.Investigation on fault diagnosis and performanee tendency monitoring for certain type of turbofan engine[D].Xi' an:Northwes tern Polytechnical University,1998.(in Chinese)
    [2]
    胡金海,谢寿生.基于遗传算法的航空发动机性能监控与故障诊断[J].推进技术,2003,24(3):198-200.HU Jinhai,XIE Shousheng.The performance monitoring and fault diagnoses of engines based genetic algorithm[J].Journal of Propulsion Technology,2003,24 (3),198-200.(in Chinese)
    [3]
    侯胜利,胡金海,李应红.基于混沌变量的航空发动机性能监控与故障诊断[J].航空动力学报,2005,20(2):314-317.HOU Shengli,HU Jinhai,LI Yinghong.Aeroengine performance monitoring and fault diagnosis based on chaos variable[J].Journal of Aerospace Power,2005,20 (2):314-317.(in Chinese)
    [4]
    侯胜利,李应红,尉询楷.基于主元核相似度免疫机制的故障诊断方法及应用[J].推进技术,2006,27(2):154-157.HOU Shengli,LI Yinghong,WEI Xunkai.Fault diagnosis based on immunity strategy with similarity measurement of principle component kernel and its application[J].Journal of Propulsion Technology,2006,27 (2):154-157.(in Chinese)
    [5]
    侯胜利,李应红,尉询楷.基于免疫聚类分析的特征提取及其在发动机故障诊断中的应用[J].推进技术,2006,27(6):554-558.HOU Shengli,LI Yinghong,WEI Xunkai.Feature extraction based on immune clustering analysis and its application in aeroengine fault diagnosis[J].Journal of Propulsion Technology,2006,27(6):554-558.(in Chinese)
    [6]
    Gonzalez F,Dasgupta D,Kozma R.Combining negative selection and classification techniques for anomaly detection[R].Hawaii:Proceedings of the Congress on Evolutionary Computation,May 2002,705-710.
    [7]
    Esponda F,Forrest S,Helman P.A formal framework for positive and negative detection schemes[J].IEEE Trans.Syst.,Man,Cybern.B,Cybern.,2004,34(1):357-373.
    [8]
    李珈,陶增元.某型发动机性能衰退的统计分析和预测[J].航空动力学报,1994,7(2):173-176.LI Jia,TAO Zengyuan.Statisical analysis of aeroengine and its significance[J].,iournal of Aerospace Power,1994,7(2):173-176.(in Chinese)
    [9]
    Roemer M J,Nwadiogbu E O.Development of diagnostic and prognostic technologies for aerospace health management applications[R].Munich,Germany:Paper 2001-GT-30,ASME and IGTI Turbo Expo 2001,February 2001.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (1648) PDF downloads(470) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return