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.File | Dimensione | Formato | |
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