메뉴 건너뛰기




Volumn 39, Issue 2, 2009, Pages 201-213

Adaptive sensor fault detection and identification using particle filter algorithms

Author keywords

Fault detection and isolation (FDI); Mixture Kalman filter (MKF); Monte Carlo technique; Particle filter (PF); Sensor failure; Sensor validation; StochasticM algorithm (SMA)

Indexed keywords

ADAPTIVE ALGORITHMS; AIR FILTERS; COMMUNICATION; CONTROL THEORY; DIGITAL COMMUNICATION SYSTEMS; DIGITAL FILTERS; DISTRIBUTED COMPUTER SYSTEMS; ELECTRIC FAULT LOCATION; FAULT DETECTION; IDENTIFICATION (CONTROL SYSTEMS); KALMAN FILTERS; MIXTURES; MONTE CARLO METHODS; NONLINEAR CONTROL SYSTEMS; NONLINEAR FILTERING; TARGET TRACKING;

EID: 63049095648     PISSN: 10946977     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCC.2008.2006759     Document Type: Article
Times cited : (49)

References (35)
  • 1
    • 0037277015 scopus 로고    scopus 로고
    • Model-based sensor validation for a turbofan engine using auto-associative neural networks
    • T. H. Guo, D. L. Mattern, L. C. Jaw, and P. Chen, "Model-based sensor validation for a turbofan engine using auto-associative neural networks," Smart Eng. Syst. Design, vol. 5, pp. 21-32, 2003.
    • (2003) Smart Eng. Syst. Design , vol.5 , pp. 21-32
    • Guo, T.H.1    Mattern, D.L.2    Jaw, L.C.3    Chen, P.4
  • 3
    • 63049092694 scopus 로고    scopus 로고
    • Y.M. Zhang, X. R. Li, G. Z. Dai, H. C. Zhang, and H. L. Chen, Fault detection and identification of dynamic systems using multiple feedforward neural networks, presented at the 13th IFAC Congr. Autom. Control, San Francisco, CA, Jun. 30-Jul. 5, 1996.
    • Y.M. Zhang, X. R. Li, G. Z. Dai, H. C. Zhang, and H. L. Chen, "Fault detection and identification of dynamic systems using multiple feedforward neural networks," presented at the 13th IFAC Congr. Autom. Control, San Francisco, CA, Jun. 30-Jul. 5, 1996.
  • 5
    • 34548575897 scopus 로고    scopus 로고
    • Design of intelligent acceleration schedules for extending the life of aircraft engines
    • Sep
    • C. L. P. Chen and T.-H. Guo, "Design of intelligent acceleration schedules for extending the life of aircraft engines," IEEE Trans. Syst., Man Cybern. C, Appl. Rev., vol. 37, no. 5, pp. 1005-1015, Sep. 2007.
    • (2007) IEEE Trans. Syst., Man Cybern. C, Appl. Rev , vol.37 , Issue.5 , pp. 1005-1015
    • Chen, C.L.P.1    Guo, T.-H.2
  • 6
    • 0032166160 scopus 로고    scopus 로고
    • Kalman filters and neural-network schemes for sensor validation in flight control systems
    • Sep
    • M.R. Napolitano, D.A. Windon II, and J.L. Casanova, "Kalman filters and neural-network schemes for sensor validation in flight control systems," IEEE Trans. Control Syst. Technol., vol. 6, no. 5, pp. 596-611, Sep. 1998.
    • (1998) IEEE Trans. Control Syst. Technol , vol.6 , Issue.5 , pp. 596-611
    • Napolitano, M.R.1    Windon II, D.A.2    Casanova, J.L.3
  • 7
    • 0025421966 scopus 로고
    • Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy - A survey and some new results
    • P. M. Frank, "Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy - A survey and some new results," Automatics, vol. 26, no. 3, pp. 459-474, 1990.
    • (1990) Automatics , vol.26 , Issue.3 , pp. 459-474
    • Frank, P.M.1
  • 8
    • 0035435254 scopus 로고    scopus 로고
    • Particle filtering based likelihood ratio approach to fault diagnosis in nonlinear stochastic systems
    • Aug
    • P. Li and V. Kadirkamanathan, "Particle filtering based likelihood ratio approach to fault diagnosis in nonlinear stochastic systems," IEEE Trans. Syst., Man, Cybern., vol. 31, no. 3, pp. 337-343, Aug. 2001.
    • (2001) IEEE Trans. Syst., Man, Cybern , vol.31 , Issue.3 , pp. 337-343
    • Li, P.1    Kadirkamanathan, V.2
  • 9
    • 0026184139 scopus 로고
    • Neural networks in process fault diagnosis
    • Jul
    • T. Sorsa, H. N. Koivo, and H. Koivisto, "Neural networks in process fault diagnosis," IEEE Trans. Syst., Man Cybern., vol. 21, no. 4, pp. 815-825, Jul. 1991.
    • (1991) IEEE Trans. Syst., Man Cybern , vol.21 , Issue.4 , pp. 815-825
    • Sorsa, T.1    Koivo, H.N.2    Koivisto, H.3
  • 10
    • 1842613016 scopus 로고    scopus 로고
    • Sensor validation and fault detection using neural networks
    • presented at the, Gatlinburg, TN, May
    • X. Xu, J. W. Hines, and R. E. Uhrig, "Sensor validation and fault detection using neural networks," presented at the Maintenance Rel. Conf., Gatlinburg, TN, May 1999.
    • (1999) Maintenance Rel. Conf
    • Xu, X.1    Hines, J.W.2    Uhrig, R.E.3
  • 11
    • 84893320074 scopus 로고    scopus 로고
    • A combined analytical and knowledge based method for fault detection and isolation
    • Sep
    • Y. Nakkabi, N. Kabbaj, B. Dahhou, G. Roux, and J. Aguilar-Martin, "A combined analytical and knowledge based method for fault detection and isolation," in Proc. ETFA 2003. IEEE Conf., Sep., vol. 2, pp. 161-164.
    • Proc. ETFA 2003. IEEE Conf , vol.2 , pp. 161-164
    • Nakkabi, Y.1    Kabbaj, N.2    Dahhou, B.3    Roux, G.4    Aguilar-Martin, J.5
  • 12
    • 0028546145 scopus 로고
    • Dynamic belief networks for discrete monitoring
    • Nov
    • A. E. Nicholson and J. M. Brady, "Dynamic belief networks for discrete monitoring," IEEE Trans. Syst., Man Cybern., vol. 24, no. 11, pp. 1593-1610, Nov. 1994.
    • (1994) IEEE Trans. Syst., Man Cybern , vol.24 , Issue.11 , pp. 1593-1610
    • Nicholson, A.E.1    Brady, J.M.2
  • 13
    • 0034269808 scopus 로고    scopus 로고
    • Diagnosis techniques for sensor faults of industrial processes
    • Sep
    • S. Simani, C. Fantuzzi, and S. Beghelli, "Diagnosis techniques for sensor faults of industrial processes," IEEE Trans. Control Syst. Technol., vol. 8, no. 5, pp. 848-855, Sep. 2000.
    • (2000) IEEE Trans. Control Syst. Technol , vol.8 , Issue.5 , pp. 848-855
    • Simani, S.1    Fantuzzi, C.2    Beghelli, S.3
  • 14
    • 0017022844 scopus 로고
    • A survey of design methods for failure detection in dynamic systems
    • A. S. Willsky, "A survey of design methods for failure detection in dynamic systems," Automatica, vol. 12, pp. 601-611, 1976.
    • (1976) Automatica , vol.12 , pp. 601-611
    • Willsky, A.S.1
  • 16
    • 84927778194 scopus 로고
    • Optimal adaptive estimation of sampled stochastic processes
    • Oct
    • D. T. Magill, "Optimal adaptive estimation of sampled stochastic processes," IEEE Trans. Autom. Control, vol. AC-10, no. 4, pp. 434-439, Oct. 1965.
    • (1965) IEEE Trans. Autom. Control , vol.AC-10 , Issue.4 , pp. 434-439
    • Magill, D.T.1
  • 17
    • 0032183598 scopus 로고    scopus 로고
    • Detection and diagnosis of sensor and actuator failures using IMM estimator
    • Oct
    • Y. M. Zhang and X. R. Li, "Detection and diagnosis of sensor and actuator failures using IMM estimator," IEEE Tans. Aerosp. Electron. Syst., vol. 34, no. 4, pp. 1293-1313, Oct. 1998.
    • (1998) IEEE Tans. Aerosp. Electron. Syst , vol.34 , Issue.4 , pp. 1293-1313
    • Zhang, Y.M.1    Li, X.R.2
  • 18
    • 0029528683 scopus 로고
    • A parametric statistical approach to FDI for the industrial actuator benchmark
    • R. W. Graingor, J. Holst, A. J. Isaksson, and B. M. Ninness, "A parametric statistical approach to FDI for the industrial actuator benchmark," Control Eng. Practice, vol. 3, no. 12, pp. 1757-1762, 1995.
    • (1995) Control Eng. Practice , vol.3 , Issue.12 , pp. 1757-1762
    • Graingor, R.W.1    Holst, J.2    Isaksson, A.J.3    Ninness, B.M.4
  • 19
    • 0034269446 scopus 로고    scopus 로고
    • Adaptive joint detection and decoding in flat-fading channels via mixture Kalman filtering
    • Sep
    • R. Chen, X. Wang, and J. S. Liu, "Adaptive joint detection and decoding in flat-fading channels via mixture Kalman filtering," IEEE Trans. Inf. Theory, vol. 46, no. 6, pp. 2079-2094, Sep. 2000.
    • (2000) IEEE Trans. Inf. Theory , vol.46 , Issue.6 , pp. 2079-2094
    • Chen, R.1    Wang, X.2    Liu, J.S.3
  • 20
  • 23
    • 0033675375 scopus 로고    scopus 로고
    • Adaptive map multi-user detection for fading CDMA channels
    • Pocono Manor, PA
    • C. Andrieu, A. Doucet, and A. Touzni, "Adaptive map multi-user detection for fading CDMA channels," in Proc. IEEE Workshop SSAP, Pocono Manor, PA, 2000, pp. 6-9.
    • (2000) Proc. IEEE Workshop SSAP , pp. 6-9
    • Andrieu, C.1    Doucet, A.2    Touzni, A.3
  • 24
    • 0036475402 scopus 로고    scopus 로고
    • Monte Carlo smoothing with application to audio signal enhancement
    • Feb
    • W. Fong, S. J. Godsill, A. Doucet, and M. West, "Monte Carlo smoothing with application to audio signal enhancement," IEEE Trans. Signal Process., vol. 50, no. 2, pp. 438-449, Feb. 2002.
    • (2002) IEEE Trans. Signal Process , vol.50 , Issue.2 , pp. 438-449
    • Fong, W.1    Godsill, S.J.2    Doucet, A.3    West, M.4
  • 25
    • 0036475447 scopus 로고    scopus 로고
    • A tutorial on particle filters for online nonlinear/non-gaussian bayesian tracking
    • Feb
    • M. S. Arulampalam, S. Maskell, N. Gordon, and T. Clapp, "A tutorial on particle filters for online nonlinear/non-gaussian bayesian tracking," IEEE Trans. Signal Process., vol. 50, no. 2, pp. 174-188, Feb. 2002.
    • (2002) IEEE Trans. Signal Process , vol.50 , Issue.2 , pp. 174-188
    • Arulampalam, M.S.1    Maskell, S.2    Gordon, N.3    Clapp, T.4
  • 26
    • 0344444875 scopus 로고    scopus 로고
    • Adaptive real-time particle filters for robot localization
    • Taipei, Taiwan, Sep, pp
    • C. Kwok, D. Fox, and M. Meila, "Adaptive real-time particle filters for robot localization," in Proc. 2003 IEEE Int. Conf. Robot. Autom., Taipei, Taiwan, Sep., pp. 2836-2841.
    • Proc. 2003 IEEE Int. Conf. Robot. Autom , pp. 2836-2841
    • Kwok, C.1    Fox, D.2    Meila, M.3
  • 27
    • 0036059551 scopus 로고    scopus 로고
    • Auxiliary particle filter robot localization from high-dimensional sensor observations
    • Washington, DC, May, pp
    • N. Vlassis, B. Terwijii, and B. Krose, "Auxiliary particle filter robot localization from high-dimensional sensor observations," in Proc. 2002 IEEE Int. Conf. Robot. Autom., Washington, DC, May, pp. 7-12.
    • Proc. 2002 IEEE Int. Conf. Robot. Autom , pp. 7-12
    • Vlassis, N.1    Terwijii, B.2    Krose, B.3
  • 28
    • 0032359151 scopus 로고    scopus 로고
    • Sequential Monte Carlo methods for dynamic systems
    • J. Liu and R. Chen, "Sequential Monte Carlo methods for dynamic systems," J. Amer. Statist. Assoc., vol. 93, pp. 1032-1044, 1998.
    • (1998) J. Amer. Statist. Assoc , vol.93 , pp. 1032-1044
    • Liu, J.1    Chen, R.2
  • 29
    • 0034355022 scopus 로고    scopus 로고
    • Mixture Kalman filters
    • R. Chen and J. Liu, "Mixture Kalman filters," J. R. Statist. Soc. B vol. 62, pp. 493-508, 2000.
    • (2000) J. R. Statist. Soc. B , vol.62 , pp. 493-508
    • Chen, R.1    Liu, J.2
  • 30
    • 0021372019 scopus 로고
    • Sequential coding algorithms: A survey and cost analysis
    • Feb
    • J. B. Anderson and S. Mohan, "Sequential coding algorithms: A survey and cost analysis," IEEE Trans. Commun., vol. COM-32, no. 2, pp. 169-177, Feb. 1984.
    • (1984) IEEE Trans. Commun , vol.COM-32 , Issue.2 , pp. 169-177
    • Anderson, J.B.1    Mohan, S.2
  • 31
    • 0003838905 scopus 로고    scopus 로고
    • Sequential Monte Carlo method in filter theory,
    • Ph.D. dissertation, Oxford Univ, Oxford, U.K
    • P. Fearnhead, "Sequential Monte Carlo method in filter theory," Ph.D. dissertation, Oxford Univ., Oxford, U.K., 1998.
    • (1998)
    • Fearnhead, P.1
  • 32
    • 0024057021 scopus 로고
    • The interacting multiple modell algorithm for systems with markovian switching coefficients
    • Aug
    • H. A. P. Blom and Y. Bar-Shalom, "The interacting multiple modell algorithm for systems with markovian switching coefficients," IEEE Trans. Autom. Control, vol. AC-33, no. 8, pp. 780-783, Aug. 1988.
    • (1988) IEEE Trans. Autom. Control , vol.AC-33 , Issue.8 , pp. 780-783
    • Blom, H.A.P.1    Bar-Shalom, Y.2
  • 33
    • 33645006538 scopus 로고    scopus 로고
    • Extending expectation propagation for graphical models,
    • Ph.D. dissertation, MIT, Cambridge, MA, Oct
    • Y. Qi, "Extending expectation propagation for graphical models," Ph.D. dissertation, MIT, Cambridge, MA, Oct. 2004.
    • (2004)
    • Qi, Y.1
  • 34
    • 4544377756 scopus 로고    scopus 로고
    • Joint symbol detection and timing estimation with stochastic m-algorithm
    • May
    • Y. Yin and Y. Huang, "Joint symbol detection and timing estimation with stochastic m-algorithm," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., May 2004, pp. 845-848.
    • (2004) Proc. IEEE Int. Conf. Acoust., Speech, Signal Process , pp. 845-848
    • Yin, Y.1    Huang, Y.2
  • 35
    • 4844221614 scopus 로고    scopus 로고
    • Hybrid estimation of complex systems
    • Oct
    • M. Hofbaur and B. Williams, "Hybrid estimation of complex systems," IEEE Trans. Syst., Man, Cybern., vol. 34, no. 5, pp. 2178-2191, Oct. 2004.
    • (2004) IEEE Trans. Syst., Man, Cybern , vol.34 , Issue.5 , pp. 2178-2191
    • Hofbaur, M.1    Williams, B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.