• Title/Summary/Keyword: Fault Detection and Isolation

Search Result 178, Processing Time 0.025 seconds

Real Time Fault Diagnosis of UAV Engine Using IMM Filter and Generalized Likelihood Ratio Test (IMM 필터 및 GLRT를 이용한 무인기용 엔진의 실시간 결함 진단)

  • Han, Dong-Ju;Kim, Sang-Jo;Kim, Yu-Il;Lee, Soo-Chang
    • Journal of the Korean Society for Aeronautical & Space Sciences
    • /
    • v.50 no.8
    • /
    • pp.541-550
    • /
    • 2022
  • An effective real time fault diagnosis approach for UAV engine is drawn from IMM filter and GLRT methods. For this purpose based on the linear diagnosis model derived from engine dynamic performance analysis the Kalman filter for residual estimation and each method are applied to the fault diagosis of the actuator for engine control sensors. From the process of the IMM filter application the effective FDI measure is obtained and the state responses due to actuator fault are estimated. Likewise from the GLRT method the fault magnitudes of actuator and sensors are estimated associated with some FDI functionings. The numerical simulations verify the effectiveness of the IMM filter for FDI and the GLRT in estimating the fault magnitudes of each fault mode.

Design of Complex Fault Detection and Isolation for Sensor and Actuator by Using Unknown Input PI Observer (미지 입력 PI 관측기를 이용한 센서 및 구동기의 복합 고장진단)

  • 김환성
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
    • /
    • 1999.05a
    • /
    • pp.437-441
    • /
    • 1999
  • In this paper, a fault diagnosis method using unknown-input proportional integral (PI) observers including the magnitude of actuator failures is proposed. It is shown that actuator failures are detected and isolated perfectly by monitoring the integrated error between the actual output and the estimated output using an unknown-input PI observer. Also in presence of complex actuator and sensor failures, these failures are detected and isolated by multiple unknown-input PI observers perfectly.

  • PDF

Dynamic Fuzzy Model based Fault Diagnosis System and it's Application (동적퍼지모델기반 고장진단 시스템 및 응용)

  • Bae, Sang-Wook;Lee, Jong-Ryul;Park, Gwi-Tae
    • Proceedings of the KIEE Conference
    • /
    • 1999.07b
    • /
    • pp.627-629
    • /
    • 1999
  • This paper presents a new FDI scheme based on dynamic fuzzy model(DFM) for the nonlinear system. The dynamic behavior of a nonlinear system is represented by a set of local linear models. The parameters of the DFM are identified in on-line and aggregated to generate a residual vector by the approximate reasoning. The neural network classifer learns the relationship between the residual vector and fault type and used both for the detection and isolation of process faults We apply the proposed FDI scheme to the FDI system design for a two-tank system and show the usefulness of the proposed scheme.

  • PDF

FDI observer design for linear system via STWS

  • Ahn, Pius;Kim, Min-Hyung;Kim, Jae-Il;Lee, Moon-Hee;Ahn, Doo-Soo
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 1997.10a
    • /
    • pp.1423-1427
    • /
    • 1997
  • This paper deals with an algebraic approach to FDI observer design procedure. In general, FDI observer can be designed a sLuenbrger-type and equations for unknown input and actuator fault estimation include derivation of system outputs which is not available from the measurement directly. At this point, this paper presents STWS approach which can convert the derivation procedure to the recursive algebraic form by using its orthogonality and disjointess to alleviate such problems.

  • PDF

여분의 관성센서 시스템을 위한 순차적 고장 검출 및 분리기법

  • Kim, Jeong-Yong;Cho, Hyun-Chul;Kim, Sang-Won;Roh, Woong-Rae
    • Aerospace Engineering and Technology
    • /
    • v.3 no.1
    • /
    • pp.179-187
    • /
    • 2004
  • We consider some problems of the Modified SPRT(Sequential Probability Ratio Test) method for fault detection and isolation of inertial redundant sensor systems and propose an Advanced SPRT method which solves the problems of the Modified SPRT method. The problems of the Modified SPRT method to apply to inertial sensor system come from the effect of inertial sensor errors and the correlation of parity vector components. We use a two-stage Kalman filter to remove effects of the inertial sensor errors and propose the modified parity vector and the controlled parity vector which reduces the effect of correlation of parity vector components. The Advanced SPRT method is derived form the modified parity vector and the controlled party vector. Some simulation results are presented to show the usefulness of the Advanced SPRT method to redundant inertial sensor systems.

  • PDF

FDI performance Analysis of Inertial Sensors on Multiple Conic Configuration (다중 원추형으로 배치된 관성센서의 FDI 성능 분석)

  • Kim, Hyun Jin;Song, Jin Woo;Kang, Chul Woo;Park, Chan Gook
    • Journal of the Korean Society for Aeronautical & Space Sciences
    • /
    • v.43 no.11
    • /
    • pp.943-951
    • /
    • 2015
  • Inertial sensors are important components of navigation system whose performance and reliability can be improved by specific sensor arrangement configuration. For the reliability of the system, Fault Detection and Isolation (FDI) is conducted by comparing each signal of arranged sensors and many arrangement configuration were suggested to optimize FDI performance of the system. In this paper, multiple conic configuration is suggested with optimal navigation condition and its FDI performance is analyzed by established Figure Of Merit (FOM) under the condition for navigation optimality. From FOM comparison, the multiple conic configuration is superior to former one in point of FDI.

Fault Management Design Verification Test for Electrical Power Subsystem and Attitude and Orbit Control Subsystem of Low Earth Orbit Satellite (저궤도위성의 전력계 및 자세제어계 고장 관리 설계 검증시험)

  • Lee, Sang-Rok;Jeon, Hyeon-Jin;Jeon, Moon-Jin;Lim, Seong-Bin
    • Aerospace Engineering and Technology
    • /
    • v.12 no.2
    • /
    • pp.14-23
    • /
    • 2013
  • Fault management design of the satellite describes preparations for failures which can occur during operational phase. Fault management design contains detection and isolation function of anomaly, and also it contains function to maintain the satellite in safe condition until the ground station finds out a cause of failure and takes a countermeasure. Unlike normal operation, safing operation is automatically performed by Power Control and Distribution Unit and Integrated Bus Management Unit which loads Flight Software without intervention of ground station. Since fault management operation is automatical, fault management logic and functionality of relevant hardware should be thoroughly checked during ground test phase, and error which is similar to actual should be carefully applied without damage. Verification test for fault management design is conducted for various subsystems of satellite. In this paper, we show the design process of fault management design verification test for Electrical Power Subsystem and Attitude and Orbit Control Subsystem of Low Earth Orbit satellite flight model and the test results.

The Abnormal Increasing Pseudorange Satellite Detection Method Using Comparison of Residual Horizontal Projection (잔차 수평 투영 비교를 이용한 의사거리 비정상 증가 위성 식별)

  • Ahn, Yong-Woon;Ahn, Jong-Sun;Won, Dae-Hee;Heo, Mun-Beom;Jo, Jeong-Ho;Sung, Sang-Kyung;Lee, Young-Jae
    • Journal of the Korean Society for Aeronautical & Space Sciences
    • /
    • v.38 no.6
    • /
    • pp.570-576
    • /
    • 2010
  • This paper can be used for GPS air navigation study on integrity monitoring algorithm as, the projected horizontal plane using GPS pseudorange residuals for fault detection satellites were suspected. Failure to remove the detected suspicious satellite, compare with threshold which is calculated using satellite deployment (PDOP) and determine whether the failure is presented. The theory that horizontal projection of the satellite failure residuals greater than residual of normal satellite is proved mathematically. Comparison with horizontal projection residuals are likely to malfunction in the satellite were presented. To evaluate the proposed algorithm, bias fault insert into GPS pseudorange, and compare with conventional parity space method about fault detection and isolation capability.

Identification of Fuzzy Dynamic Model for Fault Diagnosis of Nonlinear System (비선형계통 고장진단을 위한 온-라인 퍼지동적모델 식별)

  • 이종렬;배상욱;이기상;박귀태
    • Proceedings of the Korean Institute of Intelligent Systems Conference
    • /
    • 1998.10a
    • /
    • pp.204-210
    • /
    • 1998
  • This paper discusses an on-line fuzzy dynamic model(FDM) identification of nonlinear processes for the design of fuzzy model based fault detection and isolation(FDI). The dynamic behavior of a nonlinear process is represented by a fuzzy aggregation of a set of local linear models. The identification is divided into two procedures. The first is the off-line identification of membership function. The second is the on-line identification of the local linear models. Then, we propose a residual generation scheme based on the parameters of local linear models and show that the scheme can be used for the design of FDI

  • PDF

Reconfigurable Flight Control System Design Using Sliding Mode Based Model Following Control Scheme

  • Cho, Dong-Hyun;Kim, Ki-Seok;Kim, You-Dan
    • International Journal of Aeronautical and Space Sciences
    • /
    • v.4 no.1
    • /
    • pp.1-8
    • /
    • 2003
  • In this paper, a reconfigurable flight control system is designed by applying the sliding mode control scheme. The sliding mode control method is a nonlinear control method which has been widely used because of its merits such as robustness and flexibility. In the sliding mode controller design, the signum function is usually included, but it causes the undesirable chattering problem. The chattering phenomenon can be avoided by using the saturation function instead of signum function. However, the boundary layer of the sliding surface should be carefully treated because of the use of the saturation function. In contrast to the conventional approaches, the thickness of the boundary layer of our approach does not need to be small. The reachability to the boundary layer is guaranteed by the sliding mode controller. The fault detection and isolation process is operated based on a sliding mode observer. To evaluate the reconfiguration performance, a numerical simulation using six degree-of-freedom aircraft dynamics is performed.