Review and performance evaluation of path tracking controllers of autonomous vehicles

M Rokonuzzaman, N Mohajer… - IET Intelligent …, 2021 - Wiley Online Library
Abstract Autonomous Vehicles (AVs) have shown indelible and revolutionary effects on
accident reduction and more efficient use of travel time, with outstanding socio‐economic …

Nonholonomic mobile robots' trajectory tracking model predictive control: a survey

TP Nascimento, CET Dórea, LMG Gonçalves - Robotica, 2018 - cambridge.org
Model predictive control (MPC) theory has gained attention with the recent increase in the
processing power of computers that are now able to perform the needed calculations for this …

[图书][B] Constrained model predictive control

EF Camacho, C Bordons, EF Camacho, C Bordons - 2007 - Springer
The control problem was formulated in the previous chapters considering all signals to
possess an unlimited range. This is not very realistic because in practice all processes are …

[图书][B] Model predictive control of dead-time processes

JE Normey-Rico, EF Camacho - 2007 - Springer
The formulation and final control law of two of the more popular MPC algorithms, dynamic
matrix control (DMC) and generalised predictive controller (GPC), are specially analysed in …

Neural predictive control for a car-like mobile robot

D Gu, H Hu - Robotics and Autonomous Systems, 2002 - Elsevier
This paper presents a new path tracking scheme for a car-like mobile robot based on neural
predictive control. A multi-layer back-propagation neural network is employed to model non …

Mobile robot path tracking using a robust PID controller

JE Normey-Rico, I Alcalá, J Gómez-Ortega… - Control Engineering …, 2001 - Elsevier
This paper presents a simple and effective solution for the path tracking problem of a mobile
robot using a PID controller. The proposed method uses a simple linearized model of the …

Nonlinear model predictive control for trajectory tracking of nonholonomic mobile robots: A modified approach

TP Nascimento, CET Dórea… - International Journal of …, 2018 - journals.sagepub.com
Trajectory tracking for autonomous vehicles is usually solved by designing control laws that
make the vehicles track predetermined feasible trajectories based on the trajectory error …

Review and comparison of path tracking based on model predictive control

G Bai, Y Meng, L Liu, W Luo, Q Gu, L Liu - Electronics, 2019 - mdpi.com
Recently, model predictive control (MPC) is increasingly applied to path tracking of mobile
devices, such as mobile robots. The characteristics of these MPC-based controllers are not …

A neural network predictive control system for paper mill wastewater treatment

GM Zeng, XS Qin, L He, GH Huang, HL Liu… - … Applications of Artificial …, 2003 - Elsevier
This paper presents a neural network predictive control scheme for studying the coagulation
process of wastewater treatment in a paper mill. A multi-layer back-propagation neural …

Mobile robot navigation in a partially structured static environment, using neural predictive control

JG Ortega, EF Camacho - Control Engineering Practice, 1996 - Elsevier
This paper presents a way of implementing a model-based predictive controller (MBPC) for
mobile robot navigation when unexpected static obstacles are present in the robot …