Abstract
Fault diagnosis of a certain class of hybrid systems referred to as structurally reconfigurable (SR) systems is complicated. This is because SR systems tend to switch their configuration, which may or may not be faulty. It is important to identify the mode of the SR system along with the corresponding fault if any, in order to facilitate a fault tolerant action. This paper combines discrete fault diagnosis with mode identification for SR systems to achieve two main objectives: Sensor selection for fault detection, isolation and mode identification, and residual selection for mode identification. The framework is built using a structural analysis-based approach to meet these objectives. This framework is demonstrated for a 10-speed Automatic Transmission, which is an illustrative example of SR systems.
Issue Section:
Research Papers
References
1.
Liberzon
,
D.
, 2012
, Switching in Systems and Control
,
Springer Science & Business Media
, Birkhäuser, Boston, MA.2.
Hwang
,
I.
,
Balakrishnan
,
H.
, and
Tomlin
,
C.
, 2006
, “
State Estimation for Hybrid Systems: Applications to Aircraft Tracking
,” IEE Proc.-Control Theory Appl.
,
153
(5
), pp. 556
–566
.10.1049/ip-cta:200500533.
Balluchi
,
A.
,
Benvenuti
,
L.
,
Di Benedetto
,
M. D.
,
Pinello
,
C.
, and
Sangiovanni-Vincentelli
,
A. L.
, 2000
, “
Automotive Engine Control and Hybrid Systems: Challenges and Opportunities
,” Proc. IEEE
,
88
(7
), pp. 888
–912
.10.1109/5.8713004.
Fu
,
H.
,
Tian
,
G.
,
Chen
,
Q.
, and
Jin
,
Y.
, 2011
, “
Hybrid Automata of an Integrated Motor-Transmission Powertrain for Automatic Gear Shift
,” American Control Conference (ACC)
,
IEEE
, San Francisco, CA, June 29–July 1, pp. 4604
–4609
.https://folk.ntnu.no/skoge/prost/proceedings/acc11/data/papers/0407.pdf5.
Gao
,
Z.
,
Cecati
,
C.
, and
Ding
,
S. X.
, 2015
, “
A Survey of Fault Diagnosis and Fault-Tolerant Techniques–Part I: Fault Diagnosis With Model-Based and Signal-Based Approaches
,” IEEE Trans. Ind. Electron.
,
62
(6
), pp. 3757
–3767
.10.1109/TIE.2015.24175016.
Venkatasubramanian
,
V.
,
Rengaswamy
,
R.
,
Yin
,
K.
, and
Kavuri
,
S. N.
, 2003
, “
A Review of Process Fault Detection and Diagnosis—Part I: Quantitative Model-Based Methods
,” Comput. Chem. Eng.
,
27
(3
), pp. 293
–311
.10.1016/S0098-1354(02)00160-67.
Blanke
,
M.
,
Kinnaert
,
M.
,
Lunze
,
J.
,
Staroswiecki
,
M.
, and
Schröder
,
J.
, 2006
, Diagnosis and Fault-Tolerant Control
, Vol.
2
,
Springer
, Berlin/Heidelberg, Germany.8.
Frank
,
P. M.
, 1990
, “
Fault Diagnosis in Dynamic Systems Using Analytical and Knowledge-Based Redundancy: A Survey and Some New Results
,” Automatica
,
26
(3
), pp. 459
–474
.10.1016/0005-1098(90)90018-D9.
Odendaal
,
H. M.
, and
Jones
,
T.
, 2014
, “
Actuator Fault Detection and Isolation: An Optimised Parity Space Approach
,” Control Eng. Pract.
,
26
, pp. 222
–232
.10.1016/j.conengprac.2014.01.01310.
Hwang
,
W.
, and
Huh
,
K.
, 2015
, “
Fault Detection and Estimation for Electromechanical Brake Systems Using Parity Space Approach
,” ASME J. Dyn. Syst., Meas., Control
,
137
(1
), p. 014504
.10.1115/1.402818411.
Clark
,
R. N.
, 1979
, “
The Dedicated Observer Approach to Instrument Failure Detection
,” 18th IEEE Conference on Decision and Control Including the Symposium on Adaptive Processes,
Vol.
2
,
IEEE
, Fort Lauderdale, FL, Dec. 12–14, pp. 237
–241
.10.1109/CDC.1979.27017012.
Chen
,
W.
,
Chen
,
W.-T.
,
Saif
,
M.
,
Li
,
M.-F.
, and
Wu
,
H.
, 2014
, “
Simultaneous Fault Isolation and Estimation of Lithium-Ion Batteries Via Synthesized Design of Luenberger and Learning Observers
,” IEEE Trans. Control Syst. Technol.
,
22
(1
), pp. 290
–298
.10.1109/TCST.2013.223929613.
Chen
,
J.
, and
Zhang
,
H.
, 1991
, “
Robust Detection of Faulty Actuators Via Unknown Input Observers
,” Int. J. Syst. Sci.
,
22
(10
), pp. 1829
–1839
.10.1080/0020772910891075314.
Gaeid
,
K. S.
, and
Ping
,
H. W.
, 2010
, “
Induction Motor Fault Detection and Isolation Through Unknown Input Observer
,” Sci. Res. Essays
,
5
(20
), pp. 3152
–3159
.https://api.semanticscholar.org/CorpusID:1575255515.
Foo
,
G. H. B.
,
Zhang
,
X.
, and
Vilathgamuwa
,
D. M.
, 2013
, “
A Sensor Fault Detection and Isolation Method in Interior Permanent-Magnet Synchronous Motor Drives Based on an Extended Kalman Filter
,” IEEE Trans. Ind. Electron.
,
60
(8
), pp. 3485
–3495
.10.1109/TIE.2013.224453716.
Isermann
,
R.
, 1984
, “
Process Fault Detection Based on Modeling and Estimation Methods–a Survey
,” Automatica
,
20
(4
), pp. 387
–404
.10.1016/0005-1098(84)90098-017.
Doraiswami
,
R.
,
Diduch
,
C. P.
, and
Tang
,
J.
, 2010
, “
A New Diagnostic Model for Identifying Parametric Faults
,” IEEE Trans. Control Syst. Technol.
,
18
(3
), pp. 533
–544
.10.1109/TCST.2009.202391318.
Sampath
,
M.
,
Sengupta
,
R.
,
Lafortune
,
S.
,
Sinnamohideen
,
K.
, and
Teneketzis
,
D.
, 1995
, “
Diagnosability of Discrete-Event Systems
,” IEEE Trans. Autom. Control
,
40
(9
), pp. 1555
–1575
.10.1109/9.41262619.
Pencolé
,
Y.
, and
Cordier
,
M.-O.
, 2005
, “
A Formal Framework for the Decentralised Diagnosis of Large Scale Discrete Event Systems and Its Application to Telecommunication Networks
,” Artif. Intell.
,
164
(1–2
), pp. 121
–170
.10.1016/j.artint.2005.01.00220.
Cabasino
,
M. P.
,
Giua
,
A.
, and
Seatzu
,
C.
, 2010
, “
Fault Detection for Discrete Event Systems Using Petri Nets With Unobservable Transitions
,” Automatica
,
46
(9
), pp. 1531
–1539
.10.1016/j.automatica.2010.06.01321.
Narasimhan
,
S.
, and
Biswas
,
G.
, 2002
, “
An Approach to Model-Based Diagnosis of Hybrid Systems
,” International Workshop on Hybrid Systems: Computation and Control
,
Springer
, Berlin, Heidelberg, Mar. 25, pp. 308
–322
.https://link.springer.com/chapter/10.1007/3-540-45873-5_2522.
Narasimhan
,
S.
, and
Biswas
,
G.
, 2007
, “
Model-Based Diagnosis of Hybrid Systems
,” IEEE Trans. Systems, Man, Cybern. Part A: Syst. Humans
,
37
(3
), pp. 348
–361
.10.1109/TSMCA.2007.89348723.
Hofbaur
,
M. W.
, and
Williams
,
B. C.
, 2004
, “
Hybrid Estimation of Complex Systems
,” IEEE Trans. Syst., Man, Cybern., Part B (Cybern.)
,
34
(5
), pp. 2178
–2191
.10.1109/TSMCB.2004.83500924.
Diedrich
,
A.
,
Maier
,
A.
, and
Niggemann
,
O.
, 2019
, “
Model-Based Diagnosis of Hybrid Systems Using Satisfiability Modulo Theory
,” Proceedings of the AAAI Conference on Artificial Intelligence
, Vol.
33
, Honolulu, HI, Jan. 27–Feb. 1, pp. 1452
–1459
.10.1609/aaai.v33i01.3301145225.
Levy
,
R.
,
Arogeti
,
S. A.
, and
Wang
,
D.
, 2014
, “
An Integrated Approach to Mode Tracking and Diagnosis of Hybrid Systems
,” IEEE Trans. Ind. Electron.
,
61
(4
), pp. 2024
–2040
.10.1109/TIE.2013.226276126.
Khorasgani
,
H.
, and
Biswas
,
G.
, 2017
, “
Structural Fault Detection and Isolation in Hybrid Systems
,” IEEE Trans. Autom. Sci. Eng.
,
15
(4
), pp. 1585
–1599
.27.
Diene
,
O.
,
Moreira
,
M. V.
,
Silva
,
E. A.
,
Alvarez
,
V. R.
, and
Nascimento
,
C. F.
, 2019
, “
Diagnosability of Hybrid Systems
,” IEEE Trans. Control Syst. Technol.
,
27
(1
), pp. 386
–393
.10.1109/TCST.2017.275745628.
Coquempot
,
V.
,
El Mezyani
,
T.
, and
Staroswiecki
,
M.
, 2005
, “
Hybrid Dynamical System Monitoring Using Structured Analytical Redundancy Relations
,” Proceedings of 17ème IMACS World Congress
, Paris, France, July 11
–15
.29.
Bregon
,
A.
,
Daigle
,
M.
, and
Roychoudhury
,
I.
, 2016
, “
Qualitative Fault Isolation of Hybrid Systems: A Structural Model Decomposition-Based Approach
,” Proceedings of the European Conference of the PHM Society
, Bilbao, Spain, July 5
–8
.30.
Krysander
,
M.
, and
Nyberg
,
M.
, 2002
, “Fault Diagnosis Utilizing Structural Analysis
,”
CCSSE
,
Norrköping, Sweden
.31.
Casillas
,
M.
,
Puig
,
V.
,
Garza-Castañón
,
L.
, and
Rosich
,
A.
, 2013
, “
Optimal Sensor Placement for Leak Location in Water Distribution Networks Using Genetic Algorithms
,” Sensors
,
13
(11
), pp. 14984
–15005
.10.3390/s13111498432.
Sela Perelman
,
L.
,
Abbas
,
W.
,
Koutsoukos
,
X.
, and
Amin
,
S.
, 2016
, “
Sensor Placement for Fault Location Identification in Water Networks
,” Automatica
,
72
(C
), pp. 166
–176
.10.1016/j.automatica.2016.06.00533.
Krysander
,
M.
, and
Frisk
,
E.
, 2008
, “
Sensor Placement for Fault Diagnosis
,” IEEE Trans. Syst., Man, Cybern. Part A: Syst. Humans
,
38
(6
), pp. 1398
–1410
.10.1109/TSMCA.2008.200396834.
Deosthale
,
E.
,
Jung
,
D.
, and
Ahmed
,
Q.
, 2018
, “
Sensor Selection for Fault Detection and Isolation in Structurally Reconfigurable Systems
,” Annual American Control Conference (ACC)
,
IEEE
, Milwaukee, WI, June 27–29, pp. 5807
–5812
.35.
Akram
,
M. A.
,
Rizvi
,
M. A.
,
Bhatti
,
A. I.
, and
Messai
,
N.
, 2014
, “
Mode Identification for Hybrid Model of SI Engine to Detect Misfire Fault
,” J. Control Eng. Appl. Inf.
,
16
(3
), pp. 65
–74
.https://api.semanticscholar.org/CorpusID:2682792336.
Zanzouri
,
N.
, 2016
, “
Mode Recognition of Hybrid Dynamical System a Bond Graph Approach
,” Int. J. Appl. Math., Electron. Comput.
,
4
(4
), pp. 126
–131
.https://dergipark.org.tr/en/pub/ijamec/issue/15522/61520137.
Arichi
,
F.
,
Cherki
,
B.
, and
Djemai
,
M.
, 2014
, “
Current Configuration Detection in Hybrid Systems: Application to a Conjunction–Disjunction Mechatronics System
,” Mechatronics
,
24
(8
), pp. 1262
–1268
.10.1016/j.mechatronics.2014.09.01238.
Arogeti
,
S. A.
,
Wang
,
D.
, and
Low
,
C. B.
, 2010
, “
Mode Identification of Hybrid Systems in the Presence of Fault
,” IEEE Trans. Ind. Electron.
,
57
(4
), pp. 1452
–1467
.10.1109/TIE.2009.203021339.
Frisk
,
E.
,
Krysander
,
M.
, and
Jung
,
D.
, 2017
, “
A Toolbox for Analysis and Design of Model Based Diagnosis Systems for Large Scale Models
,” IFAC-PapersOnLine
,
50
(1
), pp. 3287
–3293
.10.1016/j.ifacol.2017.08.50440.
Zhang
,
J.
, and
Rizzoni
,
G.
, 2015
, “
Structural Analysis for Diagnosability and Reconfigurability, With Application to Electric Vehicle Drive System
,” IFAC-PapersOnLine
,
48
(21
), pp. 1471
–1478
.10.1016/j.ifacol.2015.09.73241.
Ivanovic
,
V.
, and
Tseng
,
H. E.
, 2017
, “
Bond Graph Based Approach for Modeling of Automatic Transmission Dynamics
,” SAE Int. J. Eng.
,
10
(4
), pp. 1999
–2014
(2017-01-1143).10.4271/2017-01-114342.
Deosthale
,
E. V.
,
Ahmed
,
Q.
,
Arasu
,
M.
,
Rizzoni
,
G.
,
Mohammed
,
M.
, and
Hathaway
,
R.
, 2018
, “
Structural Analysis Based Sensor Placement for Diagnosis of Clutch Faults in Automatic Transmissions
,” SAE
Paper No. 2018-01-1357.10.4271/2018-01-135743.
Nyberg
,
M.
, 2011
, “
A Generalized Minimal Hitting-Set Algorithm to Handle Diagnosis With Behavioral Modes
,” IEEE Trans. Syst., Man, Cybern.-Part A: Syst. Humans
,
41
(1
), pp. 137
–148
.10.1109/TSMCA.2010.204875044.
De Kleer
,
J.
, and
Williams
,
B. C.
, 1987
, “
Diagnosing Multiple Faults
,” Artif. Intell.
,
32
(1
), pp. 97
–130
.10.1016/0004-3702(87)90063-445.
Krysander
,
M.
,
Åslund
,
J.
, and
Nyberg
,
M.
, 2005
, An Efficient Algorithm for Finding Over-Constrained Sub-Systems for Construction of Diagnostic Tests
, 16th International Workshop on Principles of Diagnosis DX-05, Pacific Grove, CA, pp. 55–60.
46.
Russell
,
S. J.
, and
Norvig
,
P.
, 2016
, Artificial Intelligence: A Modern Approach
,
Malaysia Pearson Education Limited
, Upper Saddle River, NJ.Copyright © 2021 by ASME
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