Longitudinal Jerk Estimation for Identification of Driver Intention

被引:4
作者
Bisoffi, Andrea [1 ]
Biral, Francesco [1 ]
Da Lio, Mauro [1 ]
Zaccarian, Luca [1 ,2 ,3 ]
机构
[1] Univ Trento, Dipartimento Ingn Ind, Trento, Italy
[2] CNRS, LAAS, F-31077 Toulouse, France
[3] Univ Toulouse, F-31077 Toulouse, France
来源
2015 IEEE 18TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS | 2015年
关键词
VEHICLES;
D O I
10.1109/ITSC.2015.301
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
We address the problem of estimating online the longitudinal jerk desired by a human driver piloting a car. This estimation is relevant in the context of suitable identification of driver intentions within modern Advanced Driver Assistance Systems (ADAS) such as the co-driver scheme proposed by some of the authors. The proposed architecture is based on suitably combining a Kalman filter with a scaling technique peculiar of the context of "high-gain" observers. The scaling is appealing because it allows for an easy tuning of the trade-off between phase lag and sensitivity to noise of the resulting estimate. Additionally, we show that using engine-related experimental measurements available in the CAN bus, it is possible to provide a more reliable estimate of the driver-intended jerk, especially in the presence of gear changes. The proposed scheme shows very desirable results on experimental data from a track test, also when compared to a brute force approach based on a mere kinematic model.
引用
收藏
页码:1855 / 1861
页数:7
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