Model predictive control with learned vehicle dynamics for autonomous vehicle path tracking

M Rokonuzzaman, N Mohajer, S Nahavandi… - IEEE …, 2021 - ieeexplore.ieee.org
Model Predictive Controller (MPC) is a capable technique for designing Path Tracking
Controller (PTC) of Autonomous Vehicles (AVs). The performance of MPC can be …

A model predictive controller with switched tracking error for autonomous vehicle path tracking

C Sun, X Zhang, Q Zhou, Y Tian - IEEE Access, 2019 - ieeexplore.ieee.org
Autonomous vehicle path tracking accuracy and vehicle stability can hardly be
accomplished by one fixed control frame in various conditions due to the changing vehicle …

Human-tailored data-driven control system of autonomous vehicles

M Rokonuzzaman, N Mohajer… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Path Tracking Controller (PTC) plays a key role in achieving improved dynamic behaviour of
Autonomous Vehicle (AV) while it is mainly responsible for implementing the planned paths …

Effective adoption of vehicle models for autonomous vehicle path tracking: a switched MPC approach

M Rokonuzzaman, N Mohajer… - Vehicle system …, 2023 - Taylor & Francis
Efficient path tracking plays a key role in the overall ride experience of Autonomous Vehicles
(AVs). Model Predictive Control (MPC) is one of the most competent techniques which is …

Comparison of event-triggered model predictive control for autonomous vehicle path tracking

J Chen, Z Yi - 2021 IEEE Conference on Control Technology …, 2021 - ieeexplore.ieee.org
This paper proposes two different event-triggered nonlinear model predictive controls
(NMPC) for autonomous vehicle path tracking. The difference between the two event …

An improved kinematic model predictive control for high-speed path tracking of autonomous vehicles

L Tang, F Yan, B Zou, K Wang, C Lv - IEEE Access, 2020 - ieeexplore.ieee.org
Kinematic model predictive control (MPC) is well known for its simplicity and computational
efficiency for path tracking of autonomous vehicles, however, it merely works well at low …

Path tracking control based on model predictive control with adaptive preview characteristics and speed-assisted constraint

C Dai, C Zong, G Chen - IEEE Access, 2020 - ieeexplore.ieee.org
As one of the research focuses in the field of intelligent driving, improving the performance of
path tracking has become a goal for many scholars. Among many path tracking control …

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 …

A model predictive controller with longitudinal speed compensation for autonomous vehicle path tracking

Q Yao, Y Tian - Applied sciences, 2019 - mdpi.com
Autonomous vehicle path tracking accuracy faces challenges in being accomplished due to
the assumption that the longitudinal speed is constant in the prediction horizon in a model …

Path-tracking of an autonomous vehicle via model predictive control and nonlinear filtering

Q Cui, R Ding, B Zhou, X Wu - Proceedings of the Institution …, 2018 - journals.sagepub.com
To improve the stability of the autonomous vehicle for high speed tracking, a vehicle
estimator scheme integrated into a path-tracking system has been proposed in this paper …