传感技术学报
傳感技術學報
전감기술학보
Journal of Transduction Technology
2014年
10期
1315-1320
,共6页
测试计量技术及仪器%故障诊断%卡尔曼滤波器%残差检验%航空发动机传感器
測試計量技術及儀器%故障診斷%卡爾曼濾波器%殘差檢驗%航空髮動機傳感器
측시계량기술급의기%고장진단%잡이만려파기%잔차검험%항공발동궤전감기
Measuring and Testing Technologies and Instruments%fault diagnosis%Kalman filter%residual test%aero ̄engine sensor
为了对航空发动机传感器故障作出准确快速的诊断,在Simulink中设计了基于卡尔曼滤波器的残差检验的故障诊断模块,实现发动机传感器恒偏差、恒增益、卡死故障等硬故障的诊断。针对传统卡尔曼滤波器残差检验法检测缓变故障时存在较大延时的缺点,采用改进卡尔曼滤波器的残差检验法来检测故障,并与传统卡尔曼滤波器法进行比较。仿真结果表明,传统卡尔曼滤波器的残差检验法能有效地诊断航空发动机传感器的几种典型硬故障,但对于缓变故障却不敏感。改进卡尔曼滤波器的残差检验法能在一定程度上加快检测速度,取得较好的效果。
為瞭對航空髮動機傳感器故障作齣準確快速的診斷,在Simulink中設計瞭基于卡爾曼濾波器的殘差檢驗的故障診斷模塊,實現髮動機傳感器恆偏差、恆增益、卡死故障等硬故障的診斷。針對傳統卡爾曼濾波器殘差檢驗法檢測緩變故障時存在較大延時的缺點,採用改進卡爾曼濾波器的殘差檢驗法來檢測故障,併與傳統卡爾曼濾波器法進行比較。倣真結果錶明,傳統卡爾曼濾波器的殘差檢驗法能有效地診斷航空髮動機傳感器的幾種典型硬故障,但對于緩變故障卻不敏感。改進卡爾曼濾波器的殘差檢驗法能在一定程度上加快檢測速度,取得較好的效果。
위료대항공발동궤전감기고장작출준학쾌속적진단,재Simulink중설계료기우잡이만려파기적잔차검험적고장진단모괴,실현발동궤전감기항편차、항증익、잡사고장등경고장적진단。침대전통잡이만려파기잔차검험법검측완변고장시존재교대연시적결점,채용개진잡이만려파기적잔차검험법래검측고장,병여전통잡이만려파기법진행비교。방진결과표명,전통잡이만려파기적잔차검험법능유효지진단항공발동궤전감기적궤충전형경고장,단대우완변고장각불민감。개진잡이만려파기적잔차검험법능재일정정도상가쾌검측속도,취득교호적효과。
In order to diagnose aero ̄engine sensors’ faults accurately and quickly,the engine sensors’ hard fault di ̄agnosis of constant deviation,constant gain,stuck are achieved with the residual test fault diagnosis module based on Kalman filter. The module is designed in Simulink. There is a big delay in detection of soft fault with traditional re ̄sidual test method based on Kalman filter,so the improved method is adopted to detect fault and compared with the traditional method. Simulation result show that the traditional residual test method based on Kalman filter can effec ̄tively diagnose several typical aero ̄engine sensors’ hard faults,but it is insensitive to soft fault detection. The im ̄proved method can accelerate the speed of detection and achieve a good performance.