期刊文献+

基于ARMA模型的液体火箭发动机实时故障诊断方法研究 被引量:12

Based on the ARMA Model for the Liquid Rocket Propulsion Fault Detection
下载PDF
导出
摘要 针对重复使用的液体火箭发动机设计了实时故障诊断系统并通过硬件在回路仿真平台对此进行了仿真分析,为建立重复使用液体火箭发动机健康管理系统奠定了坚实基础;首先,建立了液氧甲烷发动机故障模型,通过此模型可以获得发动机的几种典型故障数据;其次,设计并构建了ARMA模型,针对该模型的一些参数设置进行了分析;最后,基于ARMA模型构建了实时故障诊断系统并进行了仿真分析,由仿真结果可见该算法成功的诊断出发动机的常见故障,并进行了报警,满足了发动机故障诊断系统的需要。 The fault detection system of reusable liquid rocket propulsion was proposed and tested. This part is the foundation of liquid rocket propulsion health management system. Firstly, the real-time fault model was set up here, based on this model we got the failure parameters. Secondly, the ARMA model was used to detect the fault, then the simulation of real-time fault detection method was carried out. At last, the hardware-in-the-loop platform containing software and hardware was set up for the engine detection. The results show that the real-time fault detection method work well.
作者 薛薇 张强 武小平 Xue Wei;Zhang Qiang;Wu Xiaoping(Beijing Aerospace Propulsion Inst.,Beijing 100076,China)
出处 《计算机测量与控制》 2019年第9期4-7,22,共5页 Computer Measurement &Control
关键词 液体火箭发动机 ARMA模型 故障诊断 硬件在回路平台 Liquid rocket engine ARMAmodel fault detection hardware-in-the-loop
  • 相关文献

参考文献2

二级参考文献8

  • 1Liang W, Libert G, Liu B. An Automation ARMA Model Identification System. In: International Conf. of Automation, Robotics and Computer Vision, Singapore, 1992:93-99.
  • 2Goldberg D. Genetic Algorithms in Search, Optimization and Machine Learning, Reading, MA: Addison-Wesley,1989.
  • 3Cholewo T, Zurada J M. Sequential network construction for time series prediction. In: Proceedings of the IEEE International Joint Conference on Neural Networks, 1997:2 034-2 039.
  • 4Box G E P, Jenkins M. Time Series Analysis Forecasting and Control. Holden-Day Inc, 1976.
  • 5Tsay R S, Tiao G C. Consistent estimates of autoregressive parameters and extended sample autocorrelation function for stationary and nonstationary ARMA models. Journal of the American Statistical Association, 1984(3): 79-79.
  • 6Steve B, Cyril O. A comparison of box-jenkins and objective methods for determining the order of a nonseasonal ARMA model. Journal of Forecasting, 1994, 13:419-434.
  • 7刘冰,张育林.液体火箭发动机故障诊断中的特征提取[J].推进技术,1997,18(6):1-4. 被引量:4
  • 8胡代平,刘豹.利用神经网络确定ARMA模型的结构[J].预测,1998,17(4):33-35. 被引量:8

共引文献16

同被引文献182

引证文献12

二级引证文献43

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