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An Adaptive Feedback Turning SIR Particle Filter and Its Application on Fault Diagnosis of Auxiliary Power Unit

机译:自适应反馈转向SIR粒子滤波器及其在辅助动力装置故障诊断中的应用

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With the development of aero-engine control technology, the complexity of the control system is getting higher and higher, and the requirements of high security and reliability have made fault diagnosis more urgent. Because of the bad working environment, the sensor is very prone to malfunction. Because SIR particle filter can be used to implement the estimation of the engine state parameters in the fault diagnosis of the sensor and is inefficient and inaccuracy in state estimation, an adaptive feedback correction mechanism is provided to improve particle degradation in SIR particle filter in the estimation. The simulations show that the proposed method improves the estimation precision of exhaust temperature of Auxiliary Power Unit (APU) during bias failure, drift failure, and power failure of temperature sensor.
机译:随着航空发动机控制技术的发展,控制系统的复杂性越来越高,对高安全性和可靠性的要求使得故障诊断变得更加紧迫。由于恶劣的工作环境,传感器很容易发生故障。由于SIR粒子滤波器可用于在传感器的故障诊断中执行发动机状态参数的估计,并且状态估计效率低且不准确,因此提供了一种自适应反馈校正机制,可改善SIR粒子滤波器在估计中的退化。仿真结果表明,该方法提高了温度传感器偏置故障,漂移故障和电源故障时辅助动力装置(APU)排气温度的估计精度。

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