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Published in: International Journal of Automation and Computing 1/2015

01-02-2015 | Regular Paper

Detection of impending vehicle rollover with road bank angle consideration using a robust fuzzy observer

Authors: Hamid Dahmani, Mohammed Chadli, Abdelhamid Rabhi, Ahmed El Hajjaji

Published in: Machine Intelligence Research | Issue 1/2015

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Abstract

This article describes a method of vehicle dynamics estimation for impending rollover detection. We estimate vehicle dynamic states in presence of the road bank angle as a disturbance in the vehicle model using a robust observer. The estimated roll angle and roll rate are used to compute the rollover index which is based on the prediction of the lateral load transfer. In order to anticipate rollover detection, a new method is proposed to compute the time to rollover (TTR) using the load transfer ratio (LTR). The nonlinear model, deduced from the vehicle lateral and roll dynamics, is represented by a Takagi-Sugeno (T-S) fuzzy model. This representation is used to account for the nonlinearities of lateral cornering forces. The proposed T-S observer is designed with unmeasurable premise variables to cater for non-availability of the slip angles measurement. The proposed approach is evaluated using CarSim simulator under different driving scenarios. Simulation results show good efficiency of the proposed T-S observer and the rollover detection method.

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Literature
[1]
go back to reference National Highway Traffic Safety Administration. Motor Vehicle Traffic Crash Injury and Fatality Estimates, Technical Report. NCSA (National Center for Statistics and Analysis) Advanced Research and Analysis, USA, 2003. National Highway Traffic Safety Administration. Motor Vehicle Traffic Crash Injury and Fatality Estimates, Technical Report. NCSA (National Center for Statistics and Analysis) Advanced Research and Analysis, USA, 2003.
[2]
go back to reference S. Solmaz, M. Corless, R. Shorten. A methodology for the design of robust rollover prevention controllers for automotive vehicles: Part 2-Active steering. In Proceedings of the American Control Conference, IEEE, New York, USA, pp. 1606–1611, 2007. S. Solmaz, M. Corless, R. Shorten. A methodology for the design of robust rollover prevention controllers for automotive vehicles: Part 2-Active steering. In Proceedings of the American Control Conference, IEEE, New York, USA, pp. 1606–1611, 2007.
[3]
go back to reference J. Jung, S. Taehyun, J. Gertsch. Vehicle full-state estimation and prediction system using state observers. IEEE Transactions on Vehicular Technology, vol. 58, no. 8, pp. 4078–4087, 2009.CrossRef J. Jung, S. Taehyun, J. Gertsch. Vehicle full-state estimation and prediction system using state observers. IEEE Transactions on Vehicular Technology, vol. 58, no. 8, pp. 4078–4087, 2009.CrossRef
[4]
go back to reference J. Jung, T. Shim, J. Gertsch. A vehicle roll-stability indicator incorporating roll-center movements. IEEE Transactions on Vehicular Technology, vol. 58, no. 8, pp. 2651–2652, 2009. J. Jung, T. Shim, J. Gertsch. A vehicle roll-stability indicator incorporating roll-center movements. IEEE Transactions on Vehicular Technology, vol. 58, no. 8, pp. 2651–2652, 2009.
[5]
go back to reference B. C. Chen, H. Peng. Rollover warning of articulated vehicles based on a time-to-rollover metric. In Proceedings of the 1999 ASME International Congress and Exposition, ASME, Knoxville, TN, USA, 1999. B. C. Chen, H. Peng. Rollover warning of articulated vehicles based on a time-to-rollover metric. In Proceedings of the 1999 ASME International Congress and Exposition, ASME, Knoxville, TN, USA, 1999.
[6]
go back to reference B. C. Chen, H. Peng. Differential-braking-based rollover prevention for sport utility vehicles with human-in-theloop evaluations. Vehicle System Dynamics, vol. 36, no. 4–5, pp. 359–389, 2001.CrossRef B. C. Chen, H. Peng. Differential-braking-based rollover prevention for sport utility vehicles with human-in-theloop evaluations. Vehicle System Dynamics, vol. 36, no. 4–5, pp. 359–389, 2001.CrossRef
[7]
go back to reference A. Y. Ungoren, H. Peng. Rollover propensity evaluation of an SUV equipped with a TRW VSC system. SAE Transaction, no. 2001-01-0128, 2001. A. Y. Ungoren, H. Peng. Rollover propensity evaluation of an SUV equipped with a TRW VSC system. SAE Transaction, no. 2001-01-0128, 2001.
[8]
go back to reference A. Hac, T. Brown, J. Martens. Detection of vehicle rollover. SAE Transaction, no. 2004-01-1757, 2004. A. Hac, T. Brown, J. Martens. Detection of vehicle rollover. SAE Transaction, no. 2004-01-1757, 2004.
[9]
go back to reference J. Yoon, W. Cho, B. G. Koo, K. Yi. Unified chassis control for rollover prevention and lateral stability. IEEE Transactions on Vehicular Technology, vol. 58, no. 2, pp. 596–609, 2009.CrossRef J. Yoon, W. Cho, B. G. Koo, K. Yi. Unified chassis control for rollover prevention and lateral stability. IEEE Transactions on Vehicular Technology, vol. 58, no. 2, pp. 596–609, 2009.CrossRef
[10]
go back to reference D. Odenthal, T. Bünte, J. Ackermann. Nonlinear steering and braking control for vehicle rollover avoidance. In Proceedings of European Control Conference, Karlsruhe, Germany, 1999. D. Odenthal, T. Bünte, J. Ackermann. Nonlinear steering and braking control for vehicle rollover avoidance. In Proceedings of European Control Conference, Karlsruhe, Germany, 1999.
[11]
go back to reference M. Chadli, D. Maquin, J. Ragot. Observer-based controller for Takagi-Sugeno models. In Proceedings of IEEE International Conference on Systems, Man and Cybernetics, IEEE, Tunisie, vol. 5, 2002. M. Chadli, D. Maquin, J. Ragot. Observer-based controller for Takagi-Sugeno models. In Proceedings of IEEE International Conference on Systems, Man and Cybernetics, IEEE, Tunisie, vol. 5, 2002.
[12]
go back to reference H. Dahmani, M. Chadli, A. Rabhi, A. El Hajjaji. Road curvature estimation for vehicle lane departure detection using a robust Takagi-Sugeno fuzzy observer. Vehicle System Dynamics: International Journal of Vehicle Mechanics and Mobility, vol. 51, no. 5, pp. 581–599, 2013.CrossRef H. Dahmani, M. Chadli, A. Rabhi, A. El Hajjaji. Road curvature estimation for vehicle lane departure detection using a robust Takagi-Sugeno fuzzy observer. Vehicle System Dynamics: International Journal of Vehicle Mechanics and Mobility, vol. 51, no. 5, pp. 581–599, 2013.CrossRef
[13]
go back to reference T. Takagi, M. Sugeno. Fuzzy identification of systems and its applications to modeling and control. IEEE Transactions on Systems, Man, and Cybernetics, vol. SMC-15, no. 1, pp. 116–132, 1985.CrossRefMATH T. Takagi, M. Sugeno. Fuzzy identification of systems and its applications to modeling and control. IEEE Transactions on Systems, Man, and Cybernetics, vol. SMC-15, no. 1, pp. 116–132, 1985.CrossRefMATH
[14]
go back to reference H. Dahmani, M. Chadli, A. Rabhi, A. El Hajjaji. Fuzzy observer for detection of impending vehicle rollover with Road bank angle considerations. In Proceedings of the 18th Mediterranean Conference on Control & Automation, IEEE, Marrakech, Morocco, pp. 1497–1502, 2010.CrossRef H. Dahmani, M. Chadli, A. Rabhi, A. El Hajjaji. Fuzzy observer for detection of impending vehicle rollover with Road bank angle considerations. In Proceedings of the 18th Mediterranean Conference on Control & Automation, IEEE, Marrakech, Morocco, pp. 1497–1502, 2010.CrossRef
[15]
go back to reference M. Oudghiri, M. Chadli, A. El Hajjaji. Robust observer-based fault-tolerant control for vehicle lateral dynamics. International Journal of Vehicle Design, vol. 48, no. 3–4, pp. 173–189, 2008.CrossRef M. Oudghiri, M. Chadli, A. El Hajjaji. Robust observer-based fault-tolerant control for vehicle lateral dynamics. International Journal of Vehicle Design, vol. 48, no. 3–4, pp. 173–189, 2008.CrossRef
[16]
go back to reference T. Guerra, A. Kruszewski, L. Vermeiren, H. Tirmant. Conditions of output stabilization for nonlinear models in the Takagi-Sugeno’s form. Fuzzy Sets and Systems. vol. 157, no. 9, pp. 1248–1259, 2006.MathSciNetCrossRefMATH T. Guerra, A. Kruszewski, L. Vermeiren, H. Tirmant. Conditions of output stabilization for nonlinear models in the Takagi-Sugeno’s form. Fuzzy Sets and Systems. vol. 157, no. 9, pp. 1248–1259, 2006.MathSciNetCrossRefMATH
[17]
go back to reference M. Chadli, A. Abdo, S. X. Ding. H−/H∞ fault detection filter design for discrete-time Takagi-Sugeno fuzzy system. Automatica, vol. 49, no. 7, pp. 1996–2005, 2013.MathSciNetCrossRef M. Chadli, A. Abdo, S. X. Ding. H/H fault detection filter design for discrete-time Takagi-Sugeno fuzzy system. Automatica, vol. 49, no. 7, pp. 1996–2005, 2013.MathSciNetCrossRef
[18]
go back to reference M. Chadli, A. Akhenak, J. Ragot, D. Maquin. State and unknown input estimation for discrete time multiple model. Journal of the Franklin Institute, vol. 346, no. 6, pp. 593–610, 2009.MathSciNetCrossRefMATH M. Chadli, A. Akhenak, J. Ragot, D. Maquin. State and unknown input estimation for discrete time multiple model. Journal of the Franklin Institute, vol. 346, no. 6, pp. 593–610, 2009.MathSciNetCrossRefMATH
[19]
go back to reference M. Chadli, H. R. Karimi. Robust observer design for unknown inputs Takagi-Sugeno models. IEEE Transactions on Fuzzy Systems, vol. 2, no. 1, pp. 158–164, 2013.CrossRef M. Chadli, H. R. Karimi. Robust observer design for unknown inputs Takagi-Sugeno models. IEEE Transactions on Fuzzy Systems, vol. 2, no. 1, pp. 158–164, 2013.CrossRef
[20]
go back to reference K. Tanaka, T. Kosaki. Design of a stable fuzzy controller for an articulated vehicle. IEEE Transactions on Systems, Man, and Cybernetics, Part B, vol. 27, no. 3, pp. 552–558, 1997.CrossRef K. Tanaka, T. Kosaki. Design of a stable fuzzy controller for an articulated vehicle. IEEE Transactions on Systems, Man, and Cybernetics, Part B, vol. 27, no. 3, pp. 552–558, 1997.CrossRef
[21]
go back to reference X. D. Liu, Q. L. Zhang. New approaches to H∞ controller designs based on fuzzy observers for TS fuzzy systems via LMI. Automatica, vol. 39, no. 9, pp. 1571–1582, 2003.MathSciNetCrossRefMATH X. D. Liu, Q. L. Zhang. New approaches to H controller designs based on fuzzy observers for TS fuzzy systems via LMI. Automatica, vol. 39, no. 9, pp. 1571–1582, 2003.MathSciNetCrossRefMATH
[22]
go back to reference M. Chadli, T. M. Guerra. LMI solution for robust static output feedback control of discrete Takagi-Sugeno fuzzy models. IEEE Transactions on Fuzzy Systems, vol. 20, no. 6, 2012. M. Chadli, T. M. Guerra. LMI solution for robust static output feedback control of discrete Takagi-Sugeno fuzzy models. IEEE Transactions on Fuzzy Systems, vol. 20, no. 6, 2012.
[23]
go back to reference J. Ackermann, A. Bartelett, D. Kaesbauer, W. Sienel, R. Steinhauser. Robust Control with Uncertain Parameters, London: Springer, 1993. J. Ackermann, A. Bartelett, D. Kaesbauer, W. Sienel, R. Steinhauser. Robust Control with Uncertain Parameters, London: Springer, 1993.
[24]
go back to reference J. Ryu, J. C. Gerdes. Estimation of vehicle roll and road bank angle. In In Proceedings of the 2004 American Control Conference, IEEE, Boston, MA, USA, vol. 3, pp. 2110–2115, 2004. J. Ryu, J. C. Gerdes. Estimation of vehicle roll and road bank angle. In In Proceedings of the 2004 American Control Conference, IEEE, Boston, MA, USA, vol. 3, pp. 2110–2115, 2004.
[25]
go back to reference S. Kidane, L. Alexander, R. Rajamani, P. Starr, M. Donath. Road bank angle considerations in modeling and tilt stability controller design for narrow commuter vehicles. In Proceedings of the American Control Conference, IEEE, Minneapolis, Minnesota, USA, pp. 5825–5830, 2006. S. Kidane, L. Alexander, R. Rajamani, P. Starr, M. Donath. Road bank angle considerations in modeling and tilt stability controller design for narrow commuter vehicles. In Proceedings of the American Control Conference, IEEE, Minneapolis, Minnesota, USA, pp. 5825–5830, 2006.
[26]
go back to reference H. B. Pacejka, E. Bakker, L. linder. A new tire model with an application in vehicle dynamics studies. SAE Technical Paper, vol. 98, no. 6, pp. 101–113, 1989. H. B. Pacejka, E. Bakker, L. linder. A new tire model with an application in vehicle dynamics studies. SAE Technical Paper, vol. 98, no. 6, pp. 101–113, 1989.
[27]
go back to reference H. Dahmani, M. Chadli, A. Rabhi, A. El Hajjaji. Road bank angle considerations for detection of impending vehicle rollover. In Proceedings of the 6th IFAC Symposium Advances in Automotive Control, Munich, Germany, pp. 31–36, 2010. H. Dahmani, M. Chadli, A. Rabhi, A. El Hajjaji. Road bank angle considerations for detection of impending vehicle rollover. In Proceedings of the 6th IFAC Symposium Advances in Automotive Control, Munich, Germany, pp. 31–36, 2010.
[29]
go back to reference H. Yu, L. Guvenc, A. Ozguner. Heavy duty vehicle rollover detection and active roll control. Vehicle System Dynamics, vol. 46, no. 6, pp. 451–470, 2008.CrossRef H. Yu, L. Guvenc, A. Ozguner. Heavy duty vehicle rollover detection and active roll control. Vehicle System Dynamics, vol. 46, no. 6, pp. 451–470, 2008.CrossRef
Metadata
Title
Detection of impending vehicle rollover with road bank angle consideration using a robust fuzzy observer
Authors
Hamid Dahmani
Mohammed Chadli
Abdelhamid Rabhi
Ahmed El Hajjaji
Publication date
01-02-2015
Publisher
Institute of Automation, Chinese Academy of Sciences
Published in
Machine Intelligence Research / Issue 1/2015
Print ISSN: 2731-538X
Electronic ISSN: 2731-5398
DOI
https://doi.org/10.1007/s11633-014-0836-z

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