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Application of Non-Linear Model Predictive Control to the Driving Task

Authors: A. Zignoli; Biral, Francesco; A. Popov;

Application of Non-Linear Model Predictive Control to the Driving Task

Abstract

The previous research on the application of Model Predictive Control (MPC) to aspects of driving a vehicle is considered and extended. The control algorithm differs significantly from previous work and complements previous studies by the application of MPC in the nonlinear domain. A virtual rider for the guidance of a nonlinear vehicle model has been created. The control algorithm is built considering two main loops: one for the real world and one for the mental world in which the driver predicts the future states of the vehicle. Due to its formulation this method can be called Time-Variant MPC (TV-MPC), and it is loosely comparable with a multi-model MPC approach, but the solution is not dependent on the displacement about a trim state but only on the time step defined in the integration settings. The TV-MPC driver capability is assessed by U-turn manoeuvres and considerations on the effective preview distance and on the information used by the driver in order to accomplish the task are included.

Country
Italy
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Keywords

driver model; model predictive control

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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