• 제목/요약/키워드: FDI (Fault Detection and Isolation)

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다중 슬라이딩 표면 제어 기법에 기반한 쿼드로터의 능동 결함 허용 제어 (Active Fault Tolerant Control of Quadrotor Based on Multiple Sliding Surface Control Method)

  • 황남웅;김병수
    • 한국전자통신학회논문지
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    • 제17권1호
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    • pp.59-70
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    • 2022
  • 본 논문에서는 쿼드로터의 모터 하나가 완전히 고장이 발생한 경우 쿼드로터의 위치 제어를 위한 능동 결함 허용 제어 방법을 제안한다. 소각의 가정 없이 라그랑지 방정식을 사용하여 쿼드로터의 동적 방정식을 구한다. 제안한 방법에서는 모터의 결함 검출을 위해 고장 검출 및 진단(FDD) 모듈과 고장 검출 및 분리(FDI) 모듈로 구성되는 고장 검출모듈을 설계한다. FDD 모듈에서는 구해진 동력학에 기반하여 쿼드로터의 상태를 관측하는 비선형 관측기를 설계한다. 관측된 쿼드로터의 상태들를 이용하여, 유수 신호를 설계하고 결함을 검출하기 위한 유수 신호의 적절한 문턱 값을 설정한다. 또한 설계된 추가 조건을 사용하여 결함 위치를 알아내기 위한 FDI 모듈을 설계한다. 모터의 결함을 검출한 후 쿼드로터가 원하는 경로로 비행하기 위해 다중 슬라이딩 표면 제어 기법에 기반한 결함 허용 제어기를 설계한다. 마지막으로, 모의실험을 통해 제안한 능동 결함 허용 제어 방법이 효용성을 검증한다.

FDI observer design for linear system via STWS

  • Ahn, Pius;Kim, Min-Hyung;Kim, Jae-Il;Lee, Moon-Hee;Ahn, Doo-Soo
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1997년도 한국자동제어학술회의논문집; 한국전력공사 서울연수원; 17-18 Oct. 1997
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    • pp.1423-1427
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    • 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.

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

  • 한동주;김상조;김유일;이수창
    • 한국항공우주학회지
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    • 제50권8호
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    • pp.541-550
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    • 2022
  • IMM 필터 및 GLRT 기법을 이용하여 무인기용 엔진의 효과적인 실시간 결함 진단 방안을 도출하였다. 이를 위해서 엔진 동적 사이클해석으로부터 선형 진단 모델을 유도하고 잔차 추정을 위한 칼만필터를 도입한 후 각 기법의 특성을 고찰하여 엔진 제어 구동기 및 센서의 결함 진단에 적용하였다. 이 과정에서 IMM 필터로부터 효과적인 FDI 방안을 도출하였고 구동기 결함으로 인한 상태변수의 반응값을 추정하였으며, GLRT로부터는 구동기 및 센서의 결함값 추정과 FDI 기능을 확인하였다. 수치 모의시험 결과를 통해서 FDI를 위한 IMM 필터의 효용성과 각 결함 모드의 결함값 추정을 위한 GLRT 기법의 효용성을 확인하였다.

파라미터추정과 통계적방법에 의한 선형 시스템의 고장진단 (Fault Diagnosis of Linear Systems Based on Parameter Estimation and Statistical Method)

  • 이인수
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 1999년도 하계종합학술대회 논문집
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    • pp.769-772
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    • 1999
  • In this paper we propose an FDI(fault detection and isolation) algorithm to detect and isolate single faults in linear systems. When a change in the system occurs the errors between the system output and the estimated output cross a threshold, and once a fault in the system is detected, the FCFM statistically isolates the fault by using the error between each neural network based fault model output and the system output.

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Integrating Fuzzy based Fault diagnosis with Constrained Model Predictive Control for Industrial Applications

  • Mani, Geetha;Sivaraman, Natarajan
    • Journal of Electrical Engineering and Technology
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    • 제12권2호
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    • pp.886-889
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    • 2017
  • An active Fault Tolerant Model Predictive Control (FTMPC) using Fuzzy scheduler is developed. Fault tolerant Control (FTC) system stages are broadly classified into two namely Fault Detection and Isolation (FDI) and fault accommodation. Basically, the faults are identified by means of state estimation techniques. Then using the decision based approach it is isolated. This is usually performed using soft computing techniques. Fuzzy Decision Making (FDM) system classifies the faults. After identification and classification of the faults, the model is selected by using the information obtained from FDI. Then this model is fed into FTC in the form of MPC scheme by Takagi-Sugeno Fuzzy scheduler. The Fault tolerance is performed by switching the appropriate model for each identified faults. Thus by incorporating the fuzzy scheduled based FTC it becomes more efficient. The system will be thereafter able to detect the faults, isolate it and also able to accommodate the faults in the sensors and actuators of the Continuous Stirred Tank Reactor (CSTR) process while the conventional MPC does not have the ability to perform it.

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

  • 김현진;송진우;강철우;박찬국
    • 한국항공우주학회지
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    • 제43권11호
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    • pp.943-951
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    • 2015
  • 관성센서는 항법 시스템에서 매우 중요한 요소로서, 다수의 관성 센서를 특정한 기하학적 형상으로 배치하여 시스템의 성능과 신뢰도를 향상시킬 수 있다. 이 때 시스템 신뢰도 향상을 위한 고장검출 및 분리는 배치된 각 센서의 신호를 비교하여 이루어지며, 몇 가지 형태에 대한 최적 조건이 알려져 있다. 본 논문에서는 다중원추 배치형상을 제시하여 항법 최적성능을 위한 조건을 정리하고, 이러한 조건 하에서 기존에 정의된 성능지표를 사용하여 고장검출 및 분리 성능을 분석하였다. 성능지표 비교 결과, 다중 원추배치 형상이 이전에 제시된 다른 형상들보다 고장검출 및 분리 성능 측면에서 더 뛰어나다는 것을 확인하였다.

퍼지논리를 이용한 다중관측자 구조 FDIS의 성능개선 (Performance Improvement of MOS type FDIS using Fuzzy Logic)

  • 류지수;박태건;이기상
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1998년도 하계학술대회 논문집 B
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    • pp.410-413
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    • 1998
  • A passive approach for enhancing fault detection and isolation performance of multiple observer based fault detection isolation schemes(FDIS) is proposed. The FDIS has a hierarchical framework to perform detection and isolation of faults of interest, and diagnosis of process faults. The decision unit comprises of a rule base and fuzzy inference engine and removes some difficulties of conventional decision unit which includes crisp logic and threshold values. Emphasis is placed on the design and evaluation methods of the diagnostic rule base. The suggested scheme is applied for the FDIS design for a DC motor driven centrifugal pump system.

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Accommodation Rule Based on Navigation Accuracy for Double Faults in Redundant Inertial Sensor Systems

  • Yang, Cheol-Kwan;Shim, Duk-Sun
    • International Journal of Control, Automation, and Systems
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    • 제5권3호
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    • pp.329-336
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    • 2007
  • This paper considers a fault accommodation problem for inertial navigation systems (INS) that have redundant inertial sensors such as gyroscopes and accelerometers. It is wellknown that the more sensors are used, the smaller the navigation error of INS is, which means that the error covariance of the position estimate becomes less. Thus, when it is decided that double faults occur in the inertial sensors due to fault detection and isolation (FDI), it is necessary to decide whether the faulty sensors should be excluded or not. A new accommodation rule for double faults is proposed based on the error covariance of triad-solution of redundant inertial sensors, which is related to the navigation accuracy of INS. The proposed accommodation rule provides decision rules to determine which sensors should be excluded among faulty sensors. Monte Carlo simulation is performed for dodecahedron configuration, in which case the proposed accommodation rule can be drawn in the decision space of the two-dimensional Cartesian coordinate system.

Attitude Determination GPS/INS Integrated Navigation System with FDI Algorithm for a UAV

  • Oh Sang Heon;Hwang Dong-Hwan;Park Chansik;Lee Sang Jeong;Kim Se Hwan
    • Journal of Mechanical Science and Technology
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    • 제19권8호
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    • pp.1529-1543
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    • 2005
  • Recently an unmanned aerial vehicle (UAV) has been widely used for military and civil applications. The role of a navigation system in the UAV is to provide navigation data to the flight control computer (FCC) for guidance and control. Since performance of the FCC is highly reliant on the navigation data, a fault in the navigation system may lead to a disastrous failure of the whole UAV. Therefore, the navigation system should possess a fault detection and isolation (FDI) algorithm. This paper proposes an attitude determination GPS/INS integrated navigation system with an FDI algorithm for a UAV. Hardware for the proposed navigation system has been developed. The developed hardware comprises a commercial inertial measurement unit (IMU) and the integrated navigation package (INP) which includes an attitude determination GPS (ADGPS) receiver and a navigation computer unit (NCU). The navigation algorithm was implemented in a real-time operating system with a multi-tasking structure. To evaluate performance of the proposed navigation system, a flight test has been performed using a small aircraft. The test results show that the proposed navigation system can give accurate navigation results even in a high dynamic environment.

Robust Analysis for Configuration of Redundant Intertial Sensors

  • Yang, Cheol-Kwan;Kim, Jeong-Yong;Shim, Duk-Sun
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.116.4-116
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    • 2001
  • We consider a robust configuration problem of inertial sensors for inertial navigation system(INS). Fault detection and isolation(FDI) is necessary to improve reliability of the system. For FDI, there used to be more than three mutually orthogonal sensors and thus we have to consider configuration methods of sensors. Various studies in this area have been done, but the former results did not consider effect of uncertainty(misalignment, scale factor error) to determine the configuration of the sensors. In this paper robust configuration of sensors is proposed through sensitivity analysis. Also total least square(TLS) method ...

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