[HTML][HTML] Model predictive control for autonomous ground vehicles: a review

S Yu, M Hirche, Y Huang, H Chen… - Autonomous Intelligent …, 2021 - Springer
This paper reviews model predictive control (MPC) and its wide applications to both single
and multiple autonomous ground vehicles (AGVs). On one hand, MPC is a well-established …

[PDF][PDF] The application of model predictive control (MPC) to fast systems such as autonomous ground vehicles (AGV)

SS Oyelere - IOSR Journal of Computer Engineering, 2014 - academia.edu
This paper investigates the application of Model Predictive Control (MPC) to fast systems
such as Autonomous Ground Vehicles (AGV) or mobile robots. The control of Autonomous …

Horizonwise model-predictive control with application to autonomous driving vehicle

WY Choi, SH Lee, CC Chung - IEEE transactions on industrial …, 2021 - ieeexplore.ieee.org
In this article, we present an innovative approach, ie, horizonwise model-predictive control
(H-MPC), to solve the model-predictive control (MPC) problem of a linear time-varying (LTV) …

[图书][B] Model predictive control for autonomous and semiautonomous vehicles

Y Gao - 2014 - search.proquest.com
Model Predictive Control for Autonomous and Semiautonomous Vehicles by Yiqi Gao A
dissertation submitted in partial satisfaction Page 1 Model Predictive Control for Autonomous …

Event-triggered model predictive control for autonomous vehicle path tracking: Validation using carla simulator

Z Zhou, C Rother, J Chen - IEEE Transactions on Intelligent …, 2023 - ieeexplore.ieee.org
Model predictive control (MPC) has been widely researched for automotive control.
However, the real-world application of MPC for autonomous vehicles (AV) is still limited due …

Autonomous vehicle trajectory following: A flatness model predictive control approach with hardware-in-the-loop verification

Z Wang, J Zha, J Wang - IEEE Transactions on Intelligent …, 2020 - ieeexplore.ieee.org
Trajectory following of autonomous vehicle is a challenging task because of the multiple
constraints imposed on the plant. Therefore, Model Predictive Control (MPC) is becoming …

Trajectory tracking control of autonomous ground vehicles using adaptive learning MPC

K Zhang, Q Sun, Y Shi - IEEE Transactions on Neural Networks …, 2021 - ieeexplore.ieee.org
In this work, an adaptive learning model predictive control (ALMPC) scheme is proposed for
the trajectory tracking of perturbed autonomous ground vehicles (AGVs) subject to input …

Development of a genetic-algorithm-based nonlinear model predictive control scheme on velocity and steering of autonomous vehicles

X Du, KKK Htet, KK Tan - IEEE Transactions on Industrial …, 2016 - ieeexplore.ieee.org
Model predictive controller (MPC) has demonstrated its competency in controlling
autonomous vehicles. But to apply the current MPC-based schemes, it has to be formulated …

A swarm-based distributed model predictive control scheme for autonomous vehicle formations in uncertain environments

A Bono, G Fedele, G Franze - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this article, a novel distributed model predictive control architecture is proposed for the
coordination and control of multivehicle formations moving within uncertain environments …

A distributed model predictive control strategy for constrained multi-vehicle systems moving in unknown environments

G Franzè, W Lucia, A Venturino - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this paper, we propose a distributed model predictive control strategy for a team of
vehicles moving in an unknown obstacle scenario. In particular, we combine receding …