This content is not included in
your SAE MOBILUS subscription, or you are not logged in.
Extended Kalman Filter Based Road Friction Coefficient Estimation and Experimental Verification
Technical Paper
2019-01-0176
ISSN: 0148-7191, e-ISSN: 2688-3627
This content contains downloadable datasets
Annotation ability available
Sector:
Language:
English
Abstract
Accurate road friction coefficient is crucial for the proper functioning of active chassis control systems. However, road friction coefficient is difficult to be measured directly. Using the available onboard sensors, a model-based Extended Kalman filter (EKF) algorithm is proposed in this paper to estimate road friction coefficient. In the development of estimation algorithm, vehicle motion states such as sideslip angle, yaw rate and vehicle speed are first estimated. Then, road friction coefficient estimator is designed using nonlinear vehicle model together with the pre-estimated vehicle motion states. The proposed estimation algorithm is validated by both simulations and tests on a scaled model vehicle.
Recommended Content
Technical Paper | New Driving Stability Control System with Reduced Technical Effort for Compact and Medium Class Passenger Cars |
Authors
Citation
Li, B., Sun, T., Fang, A., and Song, G., "Extended Kalman Filter Based Road Friction Coefficient Estimation and Experimental Verification," SAE Technical Paper 2019-01-0176, 2019, https://doi.org/10.4271/2019-01-0176.Data Sets - Support Documents
Title | Description | Download |
---|---|---|
Unnamed Dataset 1 |
Also In
References
- Ichikawa , S. , Iida , H. , Kiyono , K. et al 2013
- Song , J. Active Front Wheel Steering Model and Controller for Integrated Dynamics Control Systems International Journal of Automotive Technology 17 2 265 272 2016
- Reif , K. Fundamentals of Automotive and Engine Technology Springer Fachmedien Wiesbaden 2014
- Ahn C. 2011
- Sasaki , H. and Nishimaki , T. A Sideslip Angle Estimation Using Neural Network for a Wheeled Vehicle SAE Technical Paper 2000-01-0695 2000 10.4271/2000-01-0695
- Peter , L. , Hans , P. , and Manfred , P. Recent Advances in Tyre Models and Testing Procedures Vehicle System Dynamics 43 6-7 413 426 2005
- Li , Y. 2012
- Yamada , M. , Ueda , K. , Horiba , I. et al. Discrimination of the Road Condition toward Understanding of Vehicle Driving Environments IEEE Transactions on Intelligent Transportation Systems 2 1 26 31 1999
- Wang , J. , Agrawal , P. , Alexander , L. , and Rajamani , R. An Experimental Study with Alternate Measurement Systems for Estimation of Tire-Road Friction Coefficient Proceedings of the American Control Conference Denver, CO June 4-6 2003 4957 4962
- Holzmann , F. , Bellino , M. , Siegwart , R. , and Bubb , H. Predictive Estimation of the Road-Tire Friction Coefficient. IEEE Conference on Computer Aided Control System Design 2006 IEEE International Symposium on Intelligent Control Munich, Germany Oct. 4-6 2006 885 890
- Krier , D. , Zanardo , G.S. , and Re , L. A PCA-Based Modeling Approach for Estimation of Road-Tire Forces by In-Tire Accelerometers IFAC Proceedings 47 3 12029 12034 2014
- Jin , X. and Yin , G. Estimation of Lateral Tire-Road Forces and Sideslip Angle for Electric Vehicles Using Interacting Multiple Model Filter Approach Journal of the Franklin Institute 352 2 686 707 2015
- Wang , R. and Wang , J. Tire-Road Friction Coefficient and Tire Cornering Stiffness Estimation Based on Longitudinal Tire Force Difference Generation Control Engineering Practice 21 1 65 75 2013
- Chu , L. , Zhang , Y. , Shi , Y. , Xu , M. et al. Vehicle Longitudinal and Lateral Velocity Estimation Based on Unscented Kalman Filter 2010 2nd International Conference on Education Technology and Computer (ICETC) Shanghai, China June 22-24 2010
- Yao , C. 2014
- Ding , N. and Taheri , S. A Modified Dugoff Tire Model for Combined-Slip Forces Tire Science & Technology 38 3 228 244 2000
- Dugoff , H.P. , Fancher , P.S. , and Segel , L. An Analysis of Tire Traction Properties and Their Influence on Vehicle Dynamic Performance SAE Technical Paper 300377 1970 10.4271/300377
- Deng , Z. 2005
- Ray , L.R. Nonlinear State and Tire Force Estimation for Advanced Vehicle Control IEEE Transactions on Control Systems Technology 3 1 117 124 1995
- Shi , K.L. , Chan , T.F. , Wong , Y.K. , and Ho , S.L. Speed Estimation of an Induction Motor Drive Using an Optimized Extended Kalman Filter IEEE Transactions on Industrial Electronics 49 1 124 133 2002
- Phanomchoeng , G. and Rajamani , R. New Rollover Index for Detection of Tripped and Un-tripped Rollovers IEEE Decision and Control and European Control Conference Orlando, FL Dec. 12-15 2011