메뉴 건너뛰기




Volumn 40, Issue 2, 2010, Pages 321-336

Integrated model-based and data-driven diagnosis of automotive antilock braking systems

Author keywords

Antilock braking systems (ABSs); Data driven diagnosis; Model based diagnosis; Nonlinear systems; Parameter estimation; Residuals; Support vector machines (SVMs)

Indexed keywords

ACTIVE AREA; ANALYTICAL REDUNDANCY; ANTILOCK BRAKING SYSTEMS; COMPLEX SYSTEMS; DATA-DRIVEN; DIAGNOSIS MODEL; DIAGNOSTIC PERFORMANCE; DIAGNOSTIC PROBLEM; FAULT DETECTION AND ISOLATION; FAULT ISOLATION; GENERALIZED LIKELIHOOD RATIO TEST; HYBRID APPROACH; INTEGRATED MODELS; MODEL-BASED; MODEL-BASED DIAGNOSIS; MODEL-BASED FAULT DIAGNOSIS; NON-LINEAR OBSERVER; PARAMETRIC FAULT; PARITY EQUATION; RESIDUAL GENERATION; STATISTICAL HYPOTHESIS TESTING; SUBSET SELECTION;

EID: 77249093941     PISSN: 10834427     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCA.2009.2034481     Document Type: Article
Times cited : (67)

References (52)
  • 1
    • 77249104644 scopus 로고    scopus 로고
    • [Online]. Available
    • The QSI Website. [Online]. Available: http://www.teamsqsi.com
  • 3
    • 0031148143 scopus 로고    scopus 로고
    • Supervision, fault-detection and fault-diagnosis methods-An introduction
    • May
    • R. Isermann, "Supervision, fault-detection and fault-diagnosis methods-An introduction," Control Eng. Pract., vol.5, no.5, pp. 639- 652, May 1997.
    • (1997) Control Eng. Pract. , vol.5 , Issue.5 , pp. 639-652
    • Isermann, R.1
  • 6
    • 33847309492 scopus 로고    scopus 로고
    • Fault diagnosis of nonlinear system based on generalized observer
    • Feb.
    • M. Fang, Y. Tian, and L. Guo, "Fault diagnosis of nonlinear system based on generalized observer," Appl. Math. Comput., vol.185, no.2, pp. 1131- 1137, Feb. 2007.
    • (2007) Appl. Math. Comput. , vol.185 , Issue.2 , pp. 1131-1137
    • Fang, M.1    Tian, Y.2    Guo, L.3
  • 8
    • 0037106519 scopus 로고    scopus 로고
    • Multivariate process monitoring and fault diagnosis by multi-scale PCA
    • Sep.
    • M. Misra, H. H. Yue, S. J. Qin, and C. Ling, "Multivariate process monitoring and fault diagnosis by multi-scale PCA," Comput. Chem. Eng., vol.26, no.9, pp. 1281-1293, Sep. 2002.
    • (2002) Comput. Chem. Eng. , vol.26 , Issue.9 , pp. 1281-1293
    • Misra, M.1    Yue, H.H.2    Qin, S.J.3    Ling, C.4
  • 9
    • 2342505830 scopus 로고    scopus 로고
    • Fault diagnosis based on fisher discriminant analysis and support vector machines
    • Jul.
    • L. H. Chiang, M. E. Kotanchek, and A. K. Kordon, "Fault diagnosis based on fisher discriminant analysis and support vector machines," Comput. Chem. Eng., vol.28, no.8, pp. 1389-1401, Jul. 2004.
    • (2004) Comput. Chem. Eng. , vol.28 , Issue.8 , pp. 1389-1401
    • Chiang, L.H.1    Kotanchek, M.E.2    Kordon, A.K.3
  • 10
    • 0029357005 scopus 로고
    • Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS
    • T. Kourti, P. Nomikos, and J. F. MacGregor, "Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS," J. Process Control, vol.5, no.1, pp. 3-21, 1995.
    • (1995) J. Process Control , vol.5 , Issue.1 , pp. 3-21
    • Kourti, T.1    Nomikos, P.2    MacGregor, J.F.3
  • 11
    • 0345566447 scopus 로고    scopus 로고
    • Fault diagnosis using support vector machine with an application in sheet metal stamping operations
    • Jan.
    • M. Ge, R. Du, G. Zhang, and Y. Xu, "Fault diagnosis using support vector machine with an application in sheet metal stamping operations," Mech. Syst. Signal Process., vol.18, no.1, pp. 143-159, Jan. 2004.
    • (2004) Mech. Syst. Signal Process. , vol.18 , Issue.1 , pp. 143-159
    • Ge, M.1    Du, R.2    Zhang, G.3    Xu, Y.4
  • 12
    • 0942289503 scopus 로고    scopus 로고
    • Gear fault detection using artificial neural networks and support vector machines with genetic algorithms
    • May
    • B. Samanta, "Gear fault detection using artificial neural networks and support vector machines with genetic algorithms," Mech. Syst. Signal Process., vol.18, no.3, pp. 625-644, May 2004.
    • (2004) Mech. Syst. Signal Process. , vol.18 , Issue.3 , pp. 625-644
    • Samanta, B.1
  • 13
    • 34547660341 scopus 로고    scopus 로고
    • Model-based fault detection and diagnosis of HVAC systems using support vector machine method
    • Sep.
    • J. Liang and R. Du, "Model-based fault detection and diagnosis of HVAC systems using support vector machine method," Int. J. Refrig., vol.30, no.6, pp. 1104-1114, Sep. 2007.
    • (2007) Int. J. Refrig. , vol.30 , Issue.6 , pp. 1104-1114
    • Liang, J.1    Du, R.2
  • 14
    • 0344082641 scopus 로고    scopus 로고
    • Intelligent model-based diagnostics for vehicle health management
    • Orlando, FL, Apr.
    • J. Luo, F. Tu, M. Azam, K. R. Pattipati, L. Qiao, and M. Kawamoto, "Intelligent model-based diagnostics for vehicle health management," in Proc. SPIE Conf., Orlando, FL, Apr. 2003, vol.5107, pp. 13-26.
    • (2003) Proc. SPIE Conf. , vol.5107 , pp. 13-26
    • Luo, J.1    Tu, F.2    Azam, M.3    Pattipati, K.R.4    Qiao, L.5    Kawamoto, M.6
  • 16
    • 0037359369 scopus 로고    scopus 로고
    • Vehicle chassis monitoring system
    • Mar.
    • P. Pisu, A. Soliman, and G. Rizzoni, "Vehicle chassis monitoring system," Control Eng. Pract., vol.11, no.3, pp. 345-354, Mar. 2003.
    • (2003) Control Eng. Pract. , vol.11 , Issue.3 , pp. 345-354
    • Pisu, P.1    Soliman, A.2    Rizzoni, G.3
  • 17
    • 0036779149 scopus 로고    scopus 로고
    • Model based fault detection of vehicle suspension and hydraulic brake systems
    • Oct.
    • M. Borner, H. Straky, T. Weispfenning, and R. Isermann, "Model based fault detection of vehicle suspension and hydraulic brake systems," Mechatronics, vol.12, no.8, pp. 999-1010, Oct. 2002.
    • (2002) Mechatronics , vol.12 , Issue.8 , pp. 999-1010
    • Borner, M.1    Straky, H.2    Weispfenning, T.3    Isermann, R.4
  • 18
    • 34047232265 scopus 로고    scopus 로고
    • Advanced control system design
    • NJ: Prentice-Hall
    • B. Friedland, Advanced Control System Design. Englewood Cliffs, NJ: Prentice-Hall, 1996.
    • (1996) Englewood Cliffs
    • Friedland, B.1
  • 19
    • 0037401740 scopus 로고    scopus 로고
    • Simulated and experimental study of hydraulic antilock braking system using sliding-mode PWM control
    • May
    • M.Wu andM. Shih, "Simulated and experimental study of hydraulic antilock braking system using sliding-mode PWM control," Mechatronics, vol.13, no.4, pp. 331-351, May 2003.
    • (2003) Mechatronics , vol.13 , Issue.4 , pp. 331-351
    • Wu, M.1    Shih, M.2
  • 20
    • 0033098750 scopus 로고    scopus 로고
    • Sliding mode measurement feedback control for antilock braking system
    • Mar.
    • C. Unsal and P. Kachroo, "Sliding mode measurement feedback control for antilock braking system," IEEE Trans. Control Syst. Technol., vol.7, no.2, pp. 271-281, Mar. 1999.
    • (1999) IEEE Trans. Control Syst. Technol. , vol.7 , Issue.2 , pp. 271-281
    • Unsal, C.1    Kachroo, P.2
  • 21
    • 0037358586 scopus 로고    scopus 로고
    • Neural-network hybrid control for antilock braking systems
    • Mar.
    • C.-M. Lin and C.-F. Hsu, "Neural-network hybrid control for antilock braking systems," IEEE Trans. Neural Netw., vol.14, no.2, pp. 351-359, Mar. 2003.
    • (2003) IEEE Trans. Neural Netw. , vol.14 , Issue.2 , pp. 351-359
    • Lin, C.-M.1    Hsu, C.-F.2
  • 23
    • 85072503934 scopus 로고
    • Design and performance considerations for passenger car anti-skid systems
    • presented at the, Detroit, MI, Paper 680458
    • T. C. Schafer, D. W. Howard, and R. W. Carp, "Design and performance considerations for passenger car anti-skid systems," presented at the Transaction Society Automotive Engineers, Detroit, MI, 1968, Paper 680458.
    • (1968) Transaction Society Automotive Engineers
    • Schafer, T.C.1    Howard, D.W.2    Carp, R.W.3
  • 25
    • 0037353018 scopus 로고    scopus 로고
    • Self-learning fuzzy sliding-mode control for antilock braking systems
    • Mar.
    • C.-M. Lin and C.-F. Hsu, "Self-learning fuzzy sliding-mode control for antilock braking systems," IEEE Trans. Control Syst. Technol., vol.11, no.2, pp. 273-278, Mar. 2003.
    • (2003) IEEE Trans. Control Syst. Technol. , vol.11 , Issue.2 , pp. 273-278
    • Lin, C.-M.1    Hsu, C.-F.2
  • 26
    • 77249153375 scopus 로고    scopus 로고
    • MSC, Mechanical Simulation Corp Jan
    • MSC, CarSim Educational User Manual, Mechanical Simulation Corp., Jan. 2000.
    • (2000) CarSim Educational User Manual
  • 30
    • 0002655013 scopus 로고
    • Characterization of the canonical components of a structural graph-Application to fault detection in large scale industrial plants
    • Grenoble, France
    • P. Declerck and M. Staroswiecki, "Characterization of the canonical components of a structural graph-Application to fault detection in large scale industrial plants," in Proc. Eur. Control Conf., Grenoble, France, 1991.
    • (1991) Proc. Eur. Control Conf.
    • Declerck, P.1    Staroswiecki, M.2
  • 32
    • 0035342066 scopus 로고    scopus 로고
    • Analytical redundancy relations for fault detection and isolation in algebraic dynamic systems
    • May
    • M. Staroswiecki and G. Comtet-Varga, "Analytical redundancy relations for fault detection and isolation in algebraic dynamic systems," Automatica, vol.37, no.5, pp. 687-699, May 2001.
    • (2001) Automatica , vol.37 , Issue.5 , pp. 687-699
    • Staroswiecki, M.1    Comtet-Varga, G.2
  • 33
    • 0021468997 scopus 로고
    • Process fault detection based on modeling and estimation methods-A survey
    • Jul.
    • R. Isermann, "Process fault detection based on modeling and estimation methods-A survey," Automatica, vol.20, no.4, pp. 387-404, Jul. 1984.
    • (1984) Automatica , vol.20 , Issue.4 , pp. 387-404
    • Isermann, R.1
  • 34
    • 0346009093 scopus 로고    scopus 로고
    • Diagnosis of automotive electronic throttle control systems
    • Jan.
    • R. Conatser, J.Wagner, S. Ganta, and I.Walker, "Diagnosis of automotive electronic throttle control systems," Control Eng. Pract., vol.12, no.1, pp. 23-30, Jan. 2004.
    • (2004) Control Eng. Pract. , vol.12 , Issue.1 , pp. 23-30
    • Conatser, R.1    Wagner, J.2    Ganta, S.3    Walker, I.4
  • 36
    • 0028333480 scopus 로고
    • Early warning of slight changes in systems
    • Jan.
    • Q. Zhang, M. Basseville, and A. Benveniste, "Early warning of slight changes in systems," Automatica, vol.30, no.1, pp. 95-114, Jan. 1994.
    • (1994) Automatica , vol.30 , Issue.1 , pp. 95-114
    • Zhang, Q.1    Basseville, M.2    Benveniste, A.3
  • 37
    • 84950943535 scopus 로고
    • On-line fault detection in uncertain nonlinear systems using diagnostic observers: A survey
    • Dec.
    • P. M. Frank, "On-line fault detection in uncertain nonlinear systems using diagnostic observers: A survey," Int. J. Syst. Sci., vol.25, no.12, pp. 2129- 2154, Dec. 1994.
    • (1994) Int. J. Syst. Sci. , vol.25 , Issue.12 , pp. 2129-2154
    • Frank, P.M.1
  • 38
    • 0342762071 scopus 로고    scopus 로고
    • Deterministic nonlinear observer-based approaches to fault diagnosis: A survey
    • May
    • E. A. Garcia and P. Frank, "Deterministic nonlinear observer-based approaches to fault diagnosis: A survey," Control Eng. Pract., vol.5, no.5, pp. 663-670, May 1997.
    • (1997) Control Eng. Pract. , vol.5 , Issue.5 , pp. 663-670
    • Garcia, E.A.1    Frank, P.2
  • 40
    • 77249145558 scopus 로고
    • Sampled data updating of continuous-time observers
    • Apr.
    • G. Hostetter, "Sampled data updating of continuous-time observers," IEEE Trans. Autom. Control, vol.AC-21, no.2, pp. 272-273, Apr. 1976.
    • (1976) IEEE Trans. Autom. Control , vol.AC-21 , Issue.2 , pp. 272-273
    • Hostetter, G.1
  • 42
    • 0029309295 scopus 로고
    • Multisignal flow graphs: A novel approach for system testability analysis and fault diagnosis
    • May
    • S. Deb, K. R. Pattipati, V. Raghavan, M. Shakeri, and R. Shrestha, "Multisignal flow graphs: A novel approach for system testability analysis and fault diagnosis," IEEE Aerosp. Electron. Syst. Mag., vol.10, no.5, pp. 14-25, May 1995.
    • (1995) IEEE Aerosp. Electron. Syst. Mag. , vol.10 , Issue.5 , pp. 14-25
    • Deb, S.1    Pattipati, K.R.2    Raghavan, V.3    Shakeri, M.4    Shrestha, R.5
  • 43
    • 0025456824 scopus 로고
    • Application of heuristic search and information theory to sequential fault diagnosis
    • Jul./Aug.
    • K. R. Pattipati and M. Alexandridis, "Application of heuristic search and information theory to sequential fault diagnosis," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol.20, no.4, pp. 872-887, Jul./Aug. 1990.
    • (1990) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.20 , Issue.4 , pp. 872-887
    • Pattipati, K.R.1    Alexandridis, M.2
  • 44
    • 0032737895 scopus 로고    scopus 로고
    • Optimal and near-optimal test sequencing algorithms with realistic test models
    • Jan.
    • V. Raghavan, M. Shakeri, and K. R. Pattipati, "Optimal and near-optimal test sequencing algorithms with realistic test models," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol.29, no.1, pp. 11-26, Jan. 1999.
    • (1999) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.29 , Issue.1 , pp. 11-26
    • Raghavan, V.1    Shakeri, M.2    Pattipati, K.R.3
  • 45
    • 27944442351 scopus 로고    scopus 로고
    • Towards an integrated diagnostic development process for automotive systems
    • Big Island, HI, Oct.
    • J. Luo, K. R. Pattipati, L. Qiao, and S. Chigusa, "Towards an integrated diagnostic development process for automotive systems," in Proc. IEEE Int. Conf. SMC, Big Island, HI, Oct. 2005, vol.3, pp. 2985-2990.
    • (2005) Proc. IEEE Int. Conf. SMC , vol.3 , pp. 2985-2990
    • Luo, J.1    Pattipati, K.R.2    Qiao, L.3    Chigusa, S.4
  • 46
    • 36248973437 scopus 로고    scopus 로고
    • Development of PC-based HIL simulator CRAMAS 2001
    • M. Fukazawa, "Development of PC-based HIL simulator CRAMAS 2001," Fujitsu Ten Tech. J., vol.19, no.1, pp. 12-21, 2001.
    • (2001) Fujitsu Ten Tech. J. , vol.19 , Issue.1 , pp. 12-21
    • Fukazawa, M.1
  • 47
    • 21144477375 scopus 로고
    • Optimal team and individual decision rules in uncertain dichotomous situations
    • Mar.
    • K. R. P. A. Pete and D. Kleinman, "Optimal team and individual decision rules in uncertain dichotomous situations," Public Choice, vol.75, no.3, pp. 205-230, Mar. 1993.
    • (1993) Public Choice , vol.75 , Issue.3 , pp. 205-230
    • Pete, K.R.P.A.1    Kleinman, D.2
  • 48
    • 0033079713 scopus 로고    scopus 로고
    • Subset selection for improved parameter estimation in on-line identification of a synchronous generator
    • Feb.
    • M. Burth, G. C. Verghese, and M. Vlez-Reyes, "Subset selection for improved parameter estimation in on-line identification of a synchronous generator," IEEE Trans. Power Syst., vol.14, no.1, pp. 218-225, Feb. 1999.
    • (1999) IEEE Trans. Power Syst. , vol.14 , Issue.1 , pp. 218-225
    • Burth, M.1    Verghese, G.C.2    Vlez-Reyes, M.3
  • 51
    • 34249771074 scopus 로고
    • On the convergence of reflective Newton methods for large-scale nonlinear minimization and subject to bounds
    • T. Coleman and Y. Li, "On the convergence of reflective Newton methods for large-scale nonlinear minimization and subject to bounds," Math. Program., vol.67, no.2, pp. 189-224, 1994.
    • (1994) Math. Program. , vol.67 , Issue.2 , pp. 189-224
    • Coleman, T.1    Li, Y.2
  • 52
    • 0030303844 scopus 로고    scopus 로고
    • An interior, trust region approach for nonlinear minimization subject to bounds
    • May
    • T. Coleman and Y. Li, "An interior, trust region approach for nonlinear minimization subject to bounds," SIAM J. Optim., vol.6, no.2, pp. 418- 445, May 1996.
    • (1996) SIAM J. Optim. , vol.6 , Issue.2 , pp. 418-445
    • Coleman, T.1    Li, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.