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2022 | OriginalPaper | Chapter

Experimental Nonlinear System Identification of a Shock Absorber Focusing on Secondary Ride Comfort

Authors : Ronnie Dessort, Maximilian Meissner, Sebastian Kolmeder, Günther Prokop, Jan Kubenz

Published in: 12th International Munich Chassis Symposium 2021

Publisher: Springer Berlin Heidelberg

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Abstract

A continuously rising level of virtualization throughout all development phases plays an important key role to reduce real hardware tests and the corresponding amount of expensive prototypes. Highly accurate models are necessary to transfer test drives on the road to complex multibody simulations or to enable a subjective evaluation on a dynamic driving simulator, respectively. Simultaneously, highly automated and autonomous driving leads to increased customer requirements regarding ride comfort characteristics, especially due to road excited vibrations. Since the automotive shock absorber is a central element in the process of suspension tuning, modeling its complex nonlinear dynamic behavior is crucial. Therefore, a new modular and real-time capable modeling concept based on local linear model networks is proposed in this contribution. Extensive component measurements of various shock absorber setups focusing on different secondary ride comfort characteristics were carried out and serve as a reference for both parameterization and the definition of required model accuracy. An efficient process of model parameter and topology optimization is shown. In this context, the model is validated by using stochastic excitations derived from real full vehicle measurements on representative roads.

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Footnotes
1
German Automotive Industry Association.
 
2
Intel Core i7-8850H, 32 Gb RAM, code not compiled.
 
Literature
1.
go back to reference Barethiye V, Pohit G (2017) A combined nonlinear and hysteresis model of shock absorber for quarter car simulation on the basis of experimental data. Int J Eng Sci Technol 20(6):1610–1622 Barethiye V, Pohit G (2017) A combined nonlinear and hysteresis model of shock absorber for quarter car simulation on the basis of experimental data. Int J Eng Sci Technol 20(6):1610–1622
2.
go back to reference Billings SA, Fakhouri SY (1978) Non-linear system identification using the Hammerstein model. Int J Syst Sci 10(5):567–578MathSciNetCrossRef Billings SA, Fakhouri SY (1978) Non-linear system identification using the Hammerstein model. Int J Syst Sci 10(5):567–578MathSciNetCrossRef
4.
go back to reference Dessort R, Chucholowski C (2017) Explicit model predictive control of semi-active suspension systems using Artificial Neural Networks (ANN). In: 8th International Munich Chassis Symposium, Springer Vieweg, Wiesbaden Dessort R, Chucholowski C (2017) Explicit model predictive control of semi-active suspension systems using Artificial Neural Networks (ANN). In: 8th International Munich Chassis Symposium, Springer Vieweg, Wiesbaden
5.
go back to reference Dickinson RP, Gelinas RJ (1976) Sensitivity analysis of ordinary differential equation systems - A direct method. J Comput Phys 21(2):123–143MathSciNetCrossRef Dickinson RP, Gelinas RJ (1976) Sensitivity analysis of ordinary differential equation systems - A direct method. J Comput Phys 21(2):123–143MathSciNetCrossRef
6.
go back to reference He X, Asada H (1993) A new method for identifying orders of input-output models for nonlinear dynamic systems, american control conference, pp. 2520–2523 He X, Asada H (1993) A new method for identifying orders of input-output models for nonlinear dynamic systems, american control conference, pp. 2520–2523
7.
go back to reference Klose G, Bergmann M, Küçükay F (2010) MBS quarter vehicle test rig: influence of damper modelling on simulation quality. In: FISITA world automotive congress, Vol. 1, pp. 1023–1030, Budapest Klose G, Bergmann M, Küçükay F (2010) MBS quarter vehicle test rig: influence of damper modelling on simulation quality. In: FISITA world automotive congress, Vol. 1, pp. 1023–1030, Budapest
8.
go back to reference LeVeque RJ (2007) Finite difference methods for ordinary and partial differential equations. Society for Industrial and Applied Mathematics, Philadelphia, PA, USACrossRef LeVeque RJ (2007) Finite difference methods for ordinary and partial differential equations. Society for Industrial and Applied Mathematics, Philadelphia, PA, USACrossRef
9.
go back to reference Nelles, O (2006) Axes-Oblique partitioning strategies for local model networks. 2006 IEEE conference on computer aided control system design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control, pp. 2378–2383 Nelles, O (2006) Axes-Oblique partitioning strategies for local model networks. 2006 IEEE conference on computer aided control system design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control, pp. 2378–2383
10.
go back to reference Nelles O (2001) Nonlinear system identification, Springer-Verlag, Berlin, Heidelberg Nelles O (2001) Nonlinear system identification, Springer-Verlag, Berlin, Heidelberg
11.
go back to reference Nelles O (1999) Nonlinear system identification with local linear neuro-fuzzy models. Automatisierungstechnik Shaker Verlag, Aachen Nelles O (1999) Nonlinear system identification with local linear neuro-fuzzy models. Automatisierungstechnik Shaker Verlag, Aachen
12.
go back to reference Nelles O, Fink A, Isermann R (2000) Local linear model trees (LOLIMOT) toolbox for nonlinear system identification. IFAC Proceedings Volumes 33(15):845–850CrossRef Nelles O, Fink A, Isermann R (2000) Local linear model trees (LOLIMOT) toolbox for nonlinear system identification. IFAC Proceedings Volumes 33(15):845–850CrossRef
13.
go back to reference Pellegrini E, Koch G, Spirk S, Lohmann B (2011) A dynamic feedforward control approach for a semi-active damper based on a new hysteresis model. IFAC Proceedings Volumes 44(1):6248–6253CrossRef Pellegrini E, Koch G, Spirk S, Lohmann B (2011) A dynamic feedforward control approach for a semi-active damper based on a new hysteresis model. IFAC Proceedings Volumes 44(1):6248–6253CrossRef
14.
go back to reference Piatkowski T (2014) Dahl and LuGre dynamic friction models - the analysis of selected properties. Mech Mach Theory 73:91–100CrossRef Piatkowski T (2014) Dahl and LuGre dynamic friction models - the analysis of selected properties. Mech Mach Theory 73:91–100CrossRef
15.
go back to reference Schilders WH, van der Vorst HA, Rommes J (2008) Model Order Reduction: Theory, Research Aspects and Applications. Springer-Verlag, Berlin, Heidelberg Schilders WH, van der Vorst HA, Rommes J (2008) Model Order Reduction: Theory, Research Aspects and Applications. Springer-Verlag, Berlin, Heidelberg
16.
go back to reference Shampine LF, Hosea ME (1996) Analysis and Implementation of TR-BDF2, Applied Numerical Mathematics 20 Shampine LF, Hosea ME (1996) Analysis and Implementation of TR-BDF2, Applied Numerical Mathematics 20
17.
go back to reference Stretz A (2012) Komfortrelevante Wechselwirkung von Fahrzeugschwingunsdämpfern und den elastischen Dämpferlagern. In: Fortschrittberichte VDI: Reihe 12, Verkehrstechnik, Fahrzeugtechnik; 752, VDI-Verlag, Düsseldorf Stretz A (2012) Komfortrelevante Wechselwirkung von Fahrzeugschwingunsdämpfern und den elastischen Dämpferlagern. In: Fortschrittberichte VDI: Reihe 12, Verkehrstechnik, Fahrzeugtechnik; 752, VDI-Verlag, Düsseldorf
18.
go back to reference Tudón-Martínez JC, Morales-Menendez R (2015) Nonparametric Modeling of an Automotive Damper Based on ANN: effect in the Control of a Semi-active Suspension. In: Madani K, Correia A, Rosa A, Filipe J (eds) computational intelligence. Studies in computational intelligence, vol 577. Springer, Cham. Tudón-Martínez JC, Morales-Menendez R (2015) Nonparametric Modeling of an Automotive Damper Based on ANN: effect in the Control of a Semi-active Suspension. In: Madani K, Correia A, Rosa A, Filipe J (eds) computational intelligence. Studies in computational intelligence, vol 577. Springer, Cham.
19.
go back to reference Vold H, Crowley J, Rocklin GT (1984) New Ways of Estimating Frequency Response Functions. Sound and Vibration 18:34–38 Vold H, Crowley J, Rocklin GT (1984) New Ways of Estimating Frequency Response Functions. Sound and Vibration 18:34–38
20.
go back to reference Wong JY (2008) Theory of ground vehicles, John Wiley & Sons Wong JY (2008) Theory of ground vehicles, John Wiley & Sons
Metadata
Title
Experimental Nonlinear System Identification of a Shock Absorber Focusing on Secondary Ride Comfort
Authors
Ronnie Dessort
Maximilian Meissner
Sebastian Kolmeder
Günther Prokop
Jan Kubenz
Copyright Year
2022
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-64550-5_13