[PDF][PDF] Stochastic predictive control of autonomous vehicles in uncertain environments

A Carvalho, Y Gao, S Lefevre… - … symposium on advanced …, 2014 - researchgate.net
Chance–constrained optimization has been studied in the context of autonomous vehicles.
The work in [4] addresses the tactical planning problem for autonomous vehicles in …

Robust distributed model predictive platooning control for heterogeneous autonomous surface vehicles

H Wei, Q Sun, J Chen, Y Shi - Control Engineering Practice, 2021 - Elsevier
This paper proposes to apply a robust distributed model predictive platooning control
approach for a group of heterogeneous autonomous surface vehicles (ASVs) with the input …

Prediction of vehicle velocity for model predictive control

A Rezaei, JB Burl - IFAC-PapersOnLine, 2015 - Elsevier
In model predictive control, knowledge about the future trajectories of the set points or
disturbances is used to optimize the overall system performance, Camacho and Bordons …

A nonlinear model predictive control formulation for obstacle avoidance in high-speed autonomous ground vehicles in unstructured environments

J Liu, P Jayakumar, JL Stein, T Ersal - Vehicle system dynamics, 2018 - Taylor & Francis
This paper presents a nonlinear model predictive control (MPC) formulation for obstacle
avoidance in high-speed, large-size autono-mous ground vehicles (AGVs) with high centre …

Distributed MPC-based robust collision avoidance formation navigation of constrained multiple USVs

G Wen, J Lam, J Fu, S Wang - IEEE Transactions on Intelligent …, 2023 - ieeexplore.ieee.org
This article is devoted to tackling the robust collision avoidance formation navigation
problem for a class of multiple unmanned surface vehicles (multi-USVs), where the USVs …

Fully distributed model predictive control of connected automated vehicles in intersections: Theory and vehicle experiments

A Katriniok, B Rosarius… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We propose a fully distributed control system architecture, amenable to in-vehicle
implementation, that aims to safely coordinate connected and automated vehicles (CAVs) at …

Linear time‐varying model predictive control and its application to active steering systems: Stability analysis and experimental validation

P Falcone, F Borrelli, HE Tseng… - … Journal of Robust …, 2008 - Wiley Online Library
A model predictive control (MPC) approach for controlling an active front steering (AFS)
system in an autonomous vehicle is presented. At each time step a trajectory is assumed to …

Model predictive control of autonomous vehicles

M Zanon, JV Frasch, M Vukov, S Sager… - Optimization and optimal …, 2014 - Springer
The control of autonomous vehicles is a challenging task that requires advanced control
schemes. Nonlinear Model Predictive Control (NMPC) and Moving Horizon Estimation …

Integrating machine learning and model predictive control for automotive applications: A review and future directions

A Norouzi, H Heidarifar, H Borhan… - … Applications of Artificial …, 2023 - Elsevier
In this review paper, the integration of Machine Learning (ML) and Model Predictive Control
(MPC) in Automotive Control System (ACS) applications are discussed. ACS can be divided …

A linear time varying model predictive control approach to the integrated vehicle dynamics control problem in autonomous systems

P Falcone, M Tufo, F Borrelli, J Asgari… - 2007 46th IEEE …, 2007 - ieeexplore.ieee.org
A Model Predictive Control (MPC) approach for controlling active front steering, active
braking and active differentials in an autonomous vehicle is presented. We formulate a …