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Test-Driven Full Vehicle Modelling for ADAS Algorithm Development
Technical Paper
2021-26-0033
ISSN: 0148-7191, e-ISSN: 2688-3627
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English
Abstract
ADAS system development for safety as well as comfort is a major activity for all AOEMs and dedicated system suppliers. The development of these systems relies heavily on the availability of accurate driving dynamics models to validate the control algorithms and verify vehicle performance in realistic driving scenarios.
AOEMs usually have access to high-fidelity full vehicle models but the availability of such models poses a significant challenge to software and sub-system suppliers. In order for them to develop their ADAS solutions, an accurate test-based model identification process using prototype or benchmark vehicles would be highly desirable.
In this paper, a stepwise approach for the identification of the vehicle parameters in order to create an accurate 15-DOF vehicle dynamics model is proposed. The approach relies on an optimized use of vehicle driving test data to minimize test bench or laboratory testing. The test data is used to identify the various vehicle parameters such as inertia parameters, suspension stiffness and damping and tire stiffness. Subsequently the model is validated through simulation and test. Finally, the use of the model in context of ADAS development is illustrated by integrating it in a traffic scenario simulator allowing MiL/SiL/HiL controls validation for various driving scenarios such as a lane change or autonomous valet parking.
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Lugo, L., Bartolozzi, M., Vandermeulen, W., Geluk, T. et al., "Test-Driven Full Vehicle Modelling for ADAS Algorithm Development," SAE Technical Paper 2021-26-0033, 2021, https://doi.org/10.4271/2021-26-0033.Data Sets - Support Documents
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References
- Mao , Y. , Wiessalla , J. , Meier , J. , Risse , W. , Mathot , G. , and Blum , M. CAE Supported ESC Development/Release Process Proceedings of the FISITA 2012 World Automotive Congress 2012
- di Carlo , P. , Diglio , P. , Conti , G. , Mitchell , T. , Falbo , G. , Bai , J. , and Gu , J. Optimizing R&H and NVH Performances Early in the Design Process via Multi Body. Simulation SAE Technical Paper 2009-01-2087 2009 https://doi.org/10.4271/2009-01-2087
- Van Gorder , K. , Janitor , W.A. , and David , T. Vehicle Dynamics Fingerprint Process SAE Technical Paper 1999-01-0117 1999 https://doi.org/10.4271/1999-01-0117
- Siemens PLM Software Simcenter Amesim https://www.plm.automation.siemens.com/media/global/de/Siemens-PLM-Simcenter-Amesim-eb-72523-A20-2_tcm53-55207.pdf
- Alneri , S. , di Carlo , P. , Toso , A. , and Donders , S. Handling and Primary Ride Comfort Development in Early Design Stage by Means of 1D Modeling Approach and Multi Attribute Optimization Process 2011
- Setiawan , J.D. , Safarudin , M. , and Singh , A. Modeling, Simulation and Validation of 14 DOF Full Vehicle Model 2009
- Chindamo , D. , Lenzo , B. , and Gadola , M. On the Vehicle Sideslip Angle Estimation: A Literature Review of Methods, Models, and Innovations 2018
- Reineh , M.S. , Enqvist , M. , and Gustafsson , F. IMU-based Vehicle Load Estimation under Normal Driving Conditions IEEE Conference on Decision and Control 2014
- Lugaro , C. , Schmeitz , A. , Ogawa , T. , Murakami , T. , and Huisman , S. Development of a Parameter Identification Method for MF-Tyre/MF-Swift Applied to Parking and Low Speed Manoeuvres SAE Technical Paper 2016-01-1645 2016 https://doi.org/10.4271/2016-01-1645
- Dugoff , H. , Fancher , P.S. , and Segel , L. Analysis of Tire Traction Properties and their Influence on Vehicle Dynamic Performance SAE Technical Paper 700377 1970 https://doi.org/10.4271/700377
- Hsu , Y.-H. , Laws , S. , and Gerdes , J. Estimation of Tire Slip Angle and Friction Limits using Steering Torque Control Systems Technology, IEEE Transactions on 18 2010 896 907
- Bixel , R.A. , Heydinger , G.J. , Durisek , N.J. , Guenther , D.A. et al. Developments in Vehicle Center of Gravity and Inertial Parameter Estimation and Measurement SAE Technical Paper 1995-02-01 1995 https://doi.org/10.4271/950356
- Son , T.D. , Bhave , A. , and Van der Auweraer , H. Simulation-Based Testing Framework for Autonomous Driving Development 2019
- Schmeitz , A. , Van der Hofstad , R. , Versteden , W. , Niedermeier , F. , and Bullinger , M. Application and Validation of the MF-Swift Model for Parking Manoeuvres 2014