Modeling and hybrid pso-woa-based intelligent pid and state-feedback control for ball and beam systems

NS Ahmad - IEEE Access, 2023 - ieeexplore.ieee.org
The ball and beam (BnB) system serves as a benchmark in control engineering as it
provides a foundational concept applicable to addressing stabilization challenges of various …

Investigation of the optimal pid-like fuzzy logic controller for ball and beam system with improved quantum particle swarm optimization

OT Altinoz, AE Yilmaz - International Journal of Computational …, 2022 - World Scientific
Fuzzy Logic Controllers (FLCs) are intelligent control methods, where membership functions
and corresponding rules are defined to get a proper control signal. The parameters were …

Bobshield: An open-source miniature “ball and beam” device for control engineering education

G Takács, E Mikuláš, A Vargová… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
This article presents a reference design for the well-known ball-on-beam laboratory
experiment, where a spherical ball without direct actuation is only balanced by the …

Self-balancing robot autonomous control system

AV Putov, EV Ilatovskaya… - 2021 10th Mediterranean …, 2021 - ieeexplore.ieee.org
Stabilization and balancing are both very important and widespread problems in robotics
and control systems spheres of interest nowadays. Understanding the software and …

Hill Climbing and Q-Learning on a Ball Balancing System

W Jariyasuthumkul, XJ Blake… - 2024 9th International …, 2024 - ieeexplore.ieee.org
Use reinforcement learning to keep a ball centered on a ball and beam system. Show that
RL can learn to perform this task. We use a low-cost system that includes a 3D printed …

Enhancement of the Ball Balancing on the Plate using hybrid PD/Machine learning techniques

MR Elshamy, E Nabil, A Sayed… - Journal of Physics …, 2021 - iopscience.iop.org
This paper discusses an efficient method to improve the balancing and tracking of the
trajectory of the BOPS based on machine learning (ML) algorithm with the Pseudo …

Extended State Observer Based Sliding Mode Control for Ball-Beam System

X Bao, Y Zhai, B Yu, H Wang, P Ren… - 2021 China Automation …, 2021 - ieeexplore.ieee.org
This paper develops a linear extended state observer (LESO) based sliding mode controller
(SMC) for the ball-beam system. Firstly, the model of the ball-beam system is established as …

Study on TS Fuzzy Observer for BAB System with Unmeasurable Premise Variables

L Bai, J Pan, S Zhang, Z Li - 2021 China Automation Congress …, 2021 - ieeexplore.ieee.org
A ball and beam system with unknown premise variables is described. A TS fuzzy model is
used to represent the ball and beam system. Since it is difficult to measure the internal state …