Modelling and robust controller design for an underactuated self-balancing robot with uncertain parameter estimation.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2023
Historique:
received: 13 01 2023
accepted: 25 04 2023
medline: 11 8 2023
pubmed: 9 8 2023
entrez: 9 8 2023
Statut: epublish

Résumé

A comprehensive literature review of self-balancing robot (SBR) provides an insight to the strengths and limitations of the available control techniques for different applications. Most of the researchers have not included the payload and its variations in their investigations. To address this problem comprehensively, it was realized that a rigorous mathematical model of the SBR will help to design an effective control for the targeted system. A robust control for a two-wheeled SBR with unknown payload parameters is considered in these investigations. Although, its mechanical design has the advantage of additional maneuverability, however, the robot's stability is affected by changes in the rider's mass and height, which affect the robot's center of gravity (COG). Conventionally, variations in these parameters impact the performance of the controller that are designed with the assumption to operate under nominal values of the rider's mass and height. The proposed solution includes an extended Kalman filter (EKF) based sliding mode controller (SMC) with an extensive mathematical model describing the dynamics of the robot itself and the payload. The rider's mass and height are estimated using EKF and this information is used to improve the control of SBR. Significance of the proposed method is demonstrated by comparing simulation results with the conventional SMC under different scenarios as well as with other techniques in literature. The proposed method shows zero steady state error and no overshoot. Performance of the conventional SMC is improved with controller parameter estimation. Moreover, the stability issue in the reaching phase of the controller is also solved with the availability of parameter estimates. The proposed method is suitable for a wide range of indoor applications with no disturbance. This investigation provides a comprehensive comparison of available techniques to contextualize the proposed method within the scope of self-balancing robots for indoor applications.

Identifiants

pubmed: 37556480
doi: 10.1371/journal.pone.0285495
pii: PONE-D-23-01068
pmc: PMC10411822
doi:

Types de publication

Review Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0285495

Informations de copyright

Copyright: © 2023 Choudhry et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

Références

Sensors (Basel). 2016 Jun 29;16(7):
pubmed: 27367696
IEEE Trans Cybern. 2022 Oct;52(10):10800-10813
pubmed: 33872169
PLoS One. 2021 Nov 5;16(11):e0257849
pubmed: 34739486
PLoS One. 2023 Feb 27;18(2):e0281116
pubmed: 36848336

Auteurs

Osama A Choudhry (OA)

Department of Physics and Electrical Engineering, Universität Bremen, Bremen, Germany.

Muhammad Wasim (M)

Department of Aeronautics and Astronautics Engineering, Institute of Space Technology, Islamabad, Pakistan.

Ahsan Ali (A)

Department of Electrical Engineering, University of Engineering and Technology, Taxila, Pakistan.

Mohammad Ahmad Choudhry (MA)

Department of Electrical Engineering, University of Engineering and Technology, Taxila, Pakistan.

Jamshed Iqbal (J)

School of Computer Science, Faculty of Science and Engineering, University of Hull, Hull, United Kingdom.

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Classifications MeSH