This work aims at estimating the longitudinal jerk of the vehicle as it is acted by a human driver, in the context of preventive safety. A reliable estimate is needed to infer the current driver intention in an advanced driving assistance system developed by the authors. The derived intention-oriented model for the longitudinal dynamics is embedded into an enhanced Kalman filter that provides the user with a knob to trade off between responsiveness of the estimate and noise rejection. The scheme is fit for on-line usage, relies on signals commonly available on the CAN bus of modern vehicles, and requires a very limited number of parameters. Its effectiveness is validated on experimental data, and compared with alternative approaches.

Longitudinal Jerk Estimation of Driver Intentions for Advanced Driver Assistance Systems / Bisoffi, Andrea; Biral, Francesco; Da Lio, Mauro; Zaccarian, Luca. - In: IEEE/ASME TRANSACTIONS ON MECHATRONICS. - ISSN 1083-4435. - ELETTRONICO. - 22:4(2017), pp. 1531-1541. [10.1109/TMECH.2017.2716838]

Longitudinal Jerk Estimation of Driver Intentions for Advanced Driver Assistance Systems

Bisoffi, Andrea;Biral, Francesco;Da Lio, Mauro;Zaccarian, Luca
2017-01-01

Abstract

This work aims at estimating the longitudinal jerk of the vehicle as it is acted by a human driver, in the context of preventive safety. A reliable estimate is needed to infer the current driver intention in an advanced driving assistance system developed by the authors. The derived intention-oriented model for the longitudinal dynamics is embedded into an enhanced Kalman filter that provides the user with a knob to trade off between responsiveness of the estimate and noise rejection. The scheme is fit for on-line usage, relies on signals commonly available on the CAN bus of modern vehicles, and requires a very limited number of parameters. Its effectiveness is validated on experimental data, and compared with alternative approaches.
2017
4
Bisoffi, Andrea; Biral, Francesco; Da Lio, Mauro; Zaccarian, Luca
Longitudinal Jerk Estimation of Driver Intentions for Advanced Driver Assistance Systems / Bisoffi, Andrea; Biral, Francesco; Da Lio, Mauro; Zaccarian, Luca. - In: IEEE/ASME TRANSACTIONS ON MECHATRONICS. - ISSN 1083-4435. - ELETTRONICO. - 22:4(2017), pp. 1531-1541. [10.1109/TMECH.2017.2716838]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/182428
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