Advanced model predictive control framework for autonomous intelligent mechatronic systems: A tutorial overview and perspectives

Y Shi, K Zhang - Annual Reviews in Control, 2021 - Elsevier
This paper presents a review on the development and application of model predictive
control (MPC) for autonomous intelligent mechatronic systems (AIMS). Starting from the …

Model Predictive Path Following Control without terminal constraints for holonomic mobile robots

J Cenerini, MW Mehrez, J Han, S Jeon… - Control Engineering …, 2023 - Elsevier
In this paper, a model predictive path following control (MPFC) for holonomic mobile robots
is considered. The MPFC is aimed to control a mobile robot to follow a geometric path …

Motion planning and control of an omnidirectional mobile robot in dynamic environments

MR Azizi, A Rastegarpanah, R Stolkin - Robotics, 2021 - mdpi.com
Motion control in dynamic environments is one of the most important problems in using
mobile robots in collaboration with humans and other robots. In this paper, the motion …

Nonlinear MPC for collision-free and deadlock-free navigation of multiple nonholonomic mobile robots

AS Lafmejani, S Berman - Robotics and Autonomous Systems, 2021 - Elsevier
In this paper, we present an online nonlinear Model Predictive Control (MPC) method for
collision-free, deadlock-free navigation by multiple autonomous nonholonomic Wheeled …

Reinforcement learning-based model predictive control for discrete-time systems

M Lin, Z Sun, Y Xia, J Zhang - IEEE Transactions on Neural …, 2023 - ieeexplore.ieee.org
This article proposes a novel reinforcement learning-based model predictive control
(RLMPC) scheme for discrete-time systems. The scheme integrates model predictive control …

Nonlinear model predictive control-based collision avoidance for mobile robot

OY Ismael, M Almaged, AI Abdulla - Journal of Robotics and …, 2024 - journal.umy.ac.id
This work proposes an efficient and safe single-layer Nonlinear Model Predictive Control
(NMPC) system based on LiDAR to solve the problem of autonomous navigation in cluttered …

Nmpc-lbf: Nonlinear mpc with learned barrier function for decentralized safe navigation of multiple robots in unknown environments

AS Lafmejani, S Berman… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
In this paper, we present a decentralized control approach based on a Nonlinear Model
Predictive Control (NMPC) method that employs barrier certificates for safe navigation of …

Adaptation of gradient-based navigation control for holonomic robots to nonholonomic robots

AS Lafmejani, H Farivarnejad… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
In this letter, we propose a gradient-based nonlinear control approach for stabilizing a
nonholonomic Wheeled Mobile Robot (WMR) to a target position in environments with and …

Mobile robot's path-planning and path-tracking in static and dynamic environments: Dynamic programming approach

A Marashian, A Razminia - Robotics and Autonomous Systems, 2024 - Elsevier
One of the main issues in robotics systems is planning and tracking a safe path in diverse
environments. This paper addresses an optimal methodology for generating the desired …

Safe and adaptive autonomous navigation under uncertainty based on sequential waypoints and reachability analysis

NMB Lakhal, L Adouane, O Nasri, JBH Slama - Robotics and Autonomous …, 2022 - Elsevier
This paper presents a new approach for a safe autonomous navigation based on reliable
state space reachability analysis. This latter improves an already proposed flexible …