• Title/Summary/Keyword: Parity Space

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Parity Space and Pattern Recognition Approach for Hardware Redundant System Signal Validation using Artificial Neural Networks (인공신경망을 이용하여 하드웨어 다중 센서 신호 검증을 위한 패리티 공간 및 패턴인식 방법)

  • 윤태섭
    • Journal of Institute of Control, Robotics and Systems
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    • v.4 no.6
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    • pp.765-771
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    • 1998
  • An artificial neural network(NN) technique is developed for hardware redundant sensor validation. Since the measurement space is a continuous space with many operating regions, it is difficult to train a NN to correctly detect failure in an accurate measurement system. A conventional backpropagation NN is modified to include an additional preprocessing layer that extracts classification features from scalar measurements. This feature extraction means transform the measurement space to parity space. The NN is independent of the state variable being measured, the instrument range, and the signal tolerance. This NN resembles the parity space approach to signal validation, except that analytical parity equations are unneeded and the NN pattern recognition capability is utilized for decision making.

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Two-Failure Gps Raim by Parity Space Approach (패러티 공간을 이용한 2개 GPS 파라미터 고장진단)

  • Yoo, Chang-Sun;Ahn, Iee-Ki;Lee,Sang-Jeong
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.31 no.6
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    • pp.52-60
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    • 2003
  • In aviation navigation using GPS, requirements on availability and integrity must be absolutely satisfied. Current study on accomplishing this integrity includes RAIM(Receiver Autonomous Integrity Monitoring), monitoring integrity internaIly in GPS receiver itself. Parity space technique as one of RAIM techniques has shown the advantages in fault detection and isolation due to each use of its magnitude and direction under the assumption of one fault. ln case of multiple fault, as biases in errors interact decreasing the effect of multiple fault in parity space, the exact fault detection and identification(FDI) may be difficult to be conducted. This paper focuses on FDI study on two faults and explains why parity space techniques applied on single fault is not adequate to the application of multiple fault case and shows that extended parity space technique may improve the performance of RAIM on two faults.

Improvement of the Double Fault Detection Performance of Extended Parity Space Approach (확장 패리티 공간 기법의 이중고장 검출성능 향상 연구)

  • Lee, Won-Hee;Park, Chan-Gook;Lee, Dal-Ho;Kim, Kwang-Hoon
    • Journal of Institute of Control, Robotics and Systems
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    • v.15 no.10
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    • pp.1002-1008
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    • 2009
  • We consider a double faults detection and isolation problem using modified extended parity space approach for inertial measurement unit which use redundant inertial sensors. A redundant IMU which has a hardware redundant is composed of the cone shape because it is good for fault detection and isolation. We analyze the type of double faults and the reason why fault isolation performance is low. We propose modified extended parity space approach method using EPSA and the difference of sensor data.

Fault Diagnosis and Control Reconfiguration of an Aircraft with Multiplicative Faults by Parity Space Approach (패리티 공간 방법을 이용한 항공기의 고장진단 및 제어기 재구성)

  • 이승우;최재원
    • 제어로봇시스템학회:학술대회논문집
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    • 2000.10a
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    • pp.131-131
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    • 2000
  • In this paper, a design method of a fault diagnosis filter for a system with multiplicative faults which cause to change its parameters is developed. Linear time-invariant systems are dealt with in discrete-time domain. The residual which is sensitive to a damage of control surface of an aircraft by parity space approach is defined. Next, the fault is isolated by a new decision logic. Control reconfiguration is achieved by the result of fault diagnosis. Finally, the feasibility of the method is illustrated with a simulation study of a fault diagnosis system for a damaged control surface of an aircraft.

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Estimation of the Process Variable for Nuclear Power Plants Using the Parity Space Method and the Neural Network (패리티공간기법과 신경회로망을 이용한 원전 공정변수 추정)

  • 오성헌;김대일;김건중
    • The Transactions of the Korean Institute of Electrical Engineers
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    • v.43 no.7
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    • pp.1169-1177
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    • 1994
  • The function estimation characteristics of neural networks can be used sensor signal estimation of the nuclear power plants. In case of applying the neural network to the signal estimation of redundant sensors, it is an important problem that the redundant sensor signals used as the input signals of neural network should be validated. In this paper, we simplify the conventional parity space method in order to input the validated signal to the neural network and lso propose the sensor signal validation method, which estimates the reliable sensor output combining the neural network with the simplified parity space method. The acceptability of the proposed process variable estimation method is demonstrated by using the simulation data in safety injection accident of the nuclear power plant.

Space-Time Carrier Interferometry Techniques with Low-density Parity Check Code for High-speed Multimedia Communications

  • Chung Yeon-Ho
    • Journal of Korea Multimedia Society
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    • v.9 no.6
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    • pp.728-734
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    • 2006
  • Carrier interferometry code is considered as a promising scheme that provides significant performance improvement via frequency diversity effect. Space-time coding is commonly employed to achieve a performance gain through space diversity. The combination of these techniques and forward error correction coding will lead to enhanced system capacity and performance. This paper presents a low-density parity check (LDPC) coded space-time orthogonal frequency division multiplexing (OFDM) transmission scheme with carrier interferometry code for high-capacity and high-performance mobile multimedia communications. Computer simulations demonstrate that the proposed mobile multimedia transmission system offers a considerable performance improvement of approximately 9dB in terms of Eb/No in the Rayleigh fading channel with relatively low delay spread, in comparison with space-time OFDM. Performance gains are further increased, comparing with traditional OFDM systems.

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A Fault Detection Method of Redundant IMU Using Modified Principal Component Analysis

  • Lee, Won-Hee;Park, Chan-Gook
    • International Journal of Aeronautical and Space Sciences
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    • v.13 no.3
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    • pp.398-404
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    • 2012
  • A fault detection process is necessary for high integrity systems like satellites, missiles and aircrafts. Especially, the satellite has to be expected to detect faults autonomously because it cannot be fixed by an expert in the space. Faults can cause critical errors to the entire system and the satellite does not have sufficient computation power to operate a large scale fault management system. Thus, a fault detection method, which has less computational burden, is required. In this paper, we proposed a modified PCA (Principal Component Analysis) as a powerful fault detection method of redundant IMU (Inertial Measurement Unit). The proposed method combines PCA with the parity space approach and it is much more efficient than the others. The proposed fault detection algorithm, modified PCA, is shown to outperform fault detection through a simulation example.

Redundant Sensor Signal Validation of Nuclear Power Plants Using the Simplified Parity Space Method (단순화된 패리티 공간기법을 이용한 원전 다중센서 신호검증)

  • Oh, S.H.;Kim, D.I.;Zoo, O.P.;Chung, Y.H.;Ryu, B.H.;Lim, C.H.;Kim, K.J.
    • Proceedings of the KIEE Conference
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    • 1993.11a
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    • pp.317-319
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    • 1993
  • The function estimation characteristics of neural networks can be used for sensor signal validation of a system. In case of applying the neural networks to signal validation, it is a important problem that the redundant sensor signals used as a input signal of neural networks should be validated. In this paper, we simplify the conventional parity space method in order to input the validated signal to the neural networks and also propose the sensor signal validation method, which estimates the reliable sensor output combining neural networks with the simplified parity space method. The acceptability of the proposed signal validation method is demonstrated by using the simulation data in safety injection accident of nuclear power plants.

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A Robust Method of Fault Diagnosis for Steer-by-Wire System's Sensor (Steer-by-Wire 시스템의 감지기에 대한 강인한 이상진단기법)

  • Moon S.W.;Ji Y.K.;Huh K.S.;Cho D.I.;Park J.H.
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2005.06a
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    • pp.1463-1467
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    • 2005
  • This paper proposes an analytical redundancy technique for fault diagnostics of the sensor in steer-by-wire system. We use incorporating vehicle dynamics modeling into the design of a diagnostic system for steer-by-wire system. The use of a model of vehicle dynamics improves the speed and accuracy of the diagnoses. The proposed fault diagnostics algorithm is based on parity-space methods to generate residuals. To reduce the effects of modeling uncertainty and dynamic transients, the residuals are subject to filtering. We construct diagnostic system consisting residual threshold for detection and isolator with using the directional residual vector.

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Serially Concatenated Space-Time LDPC Codes for High Data Rate Wireless Communication (고속 무선 통신을 위한 직렬 연접 시공간 LDPC 부호에 관한 연구)

  • 장혜경;이문호
    • Proceedings of the IEEK Conference
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    • 2002.06a
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    • pp.335-338
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    • 2002
  • For high data rate transmission over wireless fading channels, space-time trellis ceding techniques can be employed to increase the Information capacity of the communication system dramatically. In this paper, we consider the concatenated space time LDPC (Low Density Parity Check) codes. Extra ceding gains In addition to the diversity advantage is shown to be achieved for certain space-time trellis codes transmitted over quasi-static lading channels.

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