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      KCI등재 SCIE SCOPUS

      Fault Detection and Isolation of Spacecraft Thrusters using an Extended Principal Component Analysis to Interval Data

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      https://www.riss.kr/link?id=A104901251

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      다국어 초록 (Multilingual Abstract)

      This paper presents a new interval diagnosis method to detect and isolate actuators faults of an autonomousspacecraft involved in the rendez-vous phase of the Mars Sample Return (MSR) mission. The proposeddiagnosis approach is based on the Vertices Pr...

      This paper presents a new interval diagnosis method to detect and isolate actuators faults of an autonomousspacecraft involved in the rendez-vous phase of the Mars Sample Return (MSR) mission. The proposeddiagnosis approach is based on the Vertices Principal Component Analysis (VPCA) as an extension of the classicalPCA method to interval data. To ensure the feasibility of the proposed Fault Detection and Isolation (FDI) approach,a set of interval data provided by the MSR “high-fidelity” industrial simulator and representing the opening rates ofthe spacecraft thrusters has been considered. The results have proven the efficiency of the proposed FDI approachin the diagnosing process assuring the detection and the isolation of both single and multiple faults.

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      참고문헌 (Reference)

      1 H. J. Liao, "The fault diagnosis for centrifugal compressor based on time series analysis with neutral network" 2010

      2 G. E. P. Box, "Some theorems on quadratic forms applied in the study of analysis of variance problems : Effect of inequality of variance in one-way classification" 25 : 290-302, 1954

      3 C. Lee, "Sensor fault identification based on time-lagged PCA in dynamic processes" 70 (70): 165-178, 2004

      4 S. Valle, "Selection of the number of principal components : The variance of the reconstruction error criterion with a comparaison to other methods" 38 : 4389-4401, 1999

      5 Yi-Ke Ma, "Robust Control for Spacecraft Rendezvous with Disturbances and Input Saturation" 제어·로봇·시스템학회 13 (13): 353-360, 2015

      6 A. D. Chouakria, "Principal component analysis for interval-valued observations" 4 (4): 229-246, 2011

      7 S. Ding, "On the Application of PCA Technique to Fault Diagnosis" 15 (15): 138-144, 2010

      8 S. Tong, "Observer-based adaptive decentralized fuzzy fault-tolerant control of nonlinear largescale systems with actuator failures" 22 (22): 1-15, 2014

      9 F. Palumbo, "New Developments in Psychometrics" Springer-Verlag 641-648, 2003

      10 U. Derz, "Mars sample return mission architectures utilizing low thrust propulsion" 77 : 83-96, 2012

      1 H. J. Liao, "The fault diagnosis for centrifugal compressor based on time series analysis with neutral network" 2010

      2 G. E. P. Box, "Some theorems on quadratic forms applied in the study of analysis of variance problems : Effect of inequality of variance in one-way classification" 25 : 290-302, 1954

      3 C. Lee, "Sensor fault identification based on time-lagged PCA in dynamic processes" 70 (70): 165-178, 2004

      4 S. Valle, "Selection of the number of principal components : The variance of the reconstruction error criterion with a comparaison to other methods" 38 : 4389-4401, 1999

      5 Yi-Ke Ma, "Robust Control for Spacecraft Rendezvous with Disturbances and Input Saturation" 제어·로봇·시스템학회 13 (13): 353-360, 2015

      6 A. D. Chouakria, "Principal component analysis for interval-valued observations" 4 (4): 229-246, 2011

      7 S. Ding, "On the Application of PCA Technique to Fault Diagnosis" 15 (15): 138-144, 2010

      8 S. Tong, "Observer-based adaptive decentralized fuzzy fault-tolerant control of nonlinear largescale systems with actuator failures" 22 (22): 1-15, 2014

      9 F. Palumbo, "New Developments in Psychometrics" Springer-Verlag 641-648, 2003

      10 U. Derz, "Mars sample return mission architectures utilizing low thrust propulsion" 77 : 83-96, 2012

      11 R. Oberto, "Mars Sample Return, a concept point design by Team-X(JPL’s Advanced Project Design Team)" 2 : 2-559-2-573, 2002

      12 A. Neumaier, "Interval Methods for Systems of Equations" Cambridge University Press 1990

      13 S. Tong, "Fuzzy Adaptive Output Feedback Control of MIMO Nonlinear Systems With Partial Tracking Errors Constrained" 23 (23): 729-742, 2015

      14 Ch. Gao, "Fault diagnosis and fault tolerant control for nonlinear satellite attitude control systems" 33 (33): 9-15, 2014

      15 D. Ichalal, "Fault detection, isolation and estimation for Takagi-Sugeno nonlinear systems" 2013

      16 F. Kimmich, "Fault detection for modern Diesel engines using signal-and process model-based methods" 13 (13): 189-203, 2005

      17 J. Mina, "Fault detection for large scale systems using dynamic principal components analysis with adaptation" 2 (2): 185-194, 2007

      18 Y. Tharrault, "Fault detection and isolation with robust principal component analysis" 18 (18): 429-442, 2008

      19 M. Bonfè, "Fault detection and isolation for on-board sensors of a general aviation aircraft" 20 (20): 381-408, 2006

      20 Y. Tharrault, "Fault Detection" In-Tech 2010

      21 "EADS Astrium Mars Sample Return Study Executive Study"

      22 S. J. Qin, "Determining the number of principal components for best reconstruction" 10 : 245-250, 2000

      23 Anissa Benaicha, "Determination of Principal Component Analysis Models for Sensor Fault Detection and Isolation" 제어·로봇·시스템학회 11 (11): 296-305, 2013

      24 S. Wold, "Cross-validatory estimation of the number of component in factor and Principal Components models" 20 (20): 397-405, 1978

      25 이준한, "Cascade Filter Structure for Sensor/Actuator Fault Detection and Isolation of Satellite Attitude Control System" 제어·로봇·시스템학회 10 (10): 506-516, 2012

      26 S. M. Zanoli, "Application of a Fault Detection and Isolation System on a Rotary Machine" 2013

      27 M. F. Harkat, "An improved PCA scheme for sensor FDI : application to an air quality monitoring network" 16 : 625-634, 2006

      28 Zhong-Qiang Wu, "Adaptive Fault Diagnosis and Active Tolerant Control for Wind Energy Conversion System" 제어·로봇·시스템학회 13 (13): 120-125, 2015

      29 H. M. Odendaal, "Actuator fault detection and isolation : An optimised parity space approach" 26 : 222-232, 2014

      30 Lőrinc Márton, "Actuator Fault Diagnosis in Mechanical Systems - Fault Power Estimation Approach" 제어·로봇·시스템학회 13 (13): 110-119, 2015

      31 R. Dunia, "A subspace approach to multidimensional fault identification and reconstruction" 44 (44): 1813-1831, 1998

      32 M. Tamura, "A study on the number of principal components and sensitivity of fault detection using PCA" 31 : 1035-1046, 2007

      33 D. Henry, "A model-based solution for fault diagnosis of thruster faults:Application to the rendezvous phase of the Mars Sample Return mission" 2011

      34 P. Giordani, "A comparison of three methods for principal component analysis for fuzzy interval data" 51 : 379-397, 2006

      35 Yandong Hou, "A New Method of Sensor Fault Diagnosis for Under-Measurement System based on Space Geometry Approach" 제어·로봇·시스템학회 13 (13): 39-44, 2015

      36 Ngoc-Bach Hoang, "A Model-based Fault Diagnosis Scheme for Wheeled Mobile Robots" 제어·로봇·시스템학회 12 (12): 637-651, 2014

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      연월일 이력구분 이력상세 등재구분
      2023 평가예정 해외DB학술지평가 신청대상 (해외등재 학술지 평가)
      2020-01-01 평가 등재학술지 유지 (해외등재 학술지 평가) KCI등재
      2010-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2009-12-29 학회명변경 한글명 : 제어ㆍ로봇ㆍ시스템학회 -> 제어·로봇·시스템학회 KCI등재
      2008-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2007-10-29 학회명변경 한글명 : 제어ㆍ자동화ㆍ시스템공학회 -> 제어ㆍ로봇ㆍ시스템학회
      영문명 : The Institute Of Control, Automation, And Systems Engineers, Korea -> Institute of Control, Robotics and Systems
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      2005-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2004-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
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