Cargando…

A New Fuzzy-Evidential Controller for Stabilization of the Planar Inverted Pendulum System

In order to realize the stability control of the planar inverted pendulum system, which is a typical multi-variable and strong coupling system, a new fuzzy-evidential controller based on fuzzy inference and evidential reasoning is proposed. Firstly, for each axis, a fuzzy nine-point controller for t...

Descripción completa

Detalles Bibliográficos
Autores principales: Tang, Yongchuan, Zhou, Deyun, Jiang, Wen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4970802/
https://www.ncbi.nlm.nih.gov/pubmed/27482707
http://dx.doi.org/10.1371/journal.pone.0160416
_version_ 1782446014664278016
author Tang, Yongchuan
Zhou, Deyun
Jiang, Wen
author_facet Tang, Yongchuan
Zhou, Deyun
Jiang, Wen
author_sort Tang, Yongchuan
collection PubMed
description In order to realize the stability control of the planar inverted pendulum system, which is a typical multi-variable and strong coupling system, a new fuzzy-evidential controller based on fuzzy inference and evidential reasoning is proposed. Firstly, for each axis, a fuzzy nine-point controller for the rod and a fuzzy nine-point controller for the cart are designed. Then, in order to coordinate these two controllers of each axis, a fuzzy-evidential coordinator is proposed. In this new fuzzy-evidential controller, the empirical knowledge for stabilization of the planar inverted pendulum system is expressed by fuzzy rules, while the coordinator of different control variables in each axis is built incorporated with the dynamic basic probability assignment (BPA) in the frame of fuzzy inference. The fuzzy-evidential coordinator makes the output of the control variable smoother, and the control effect of the new controller is better compared with some other work. The experiment in MATLAB shows the effectiveness and merit of the proposed method.
format Online
Article
Text
id pubmed-4970802
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-49708022016-08-18 A New Fuzzy-Evidential Controller for Stabilization of the Planar Inverted Pendulum System Tang, Yongchuan Zhou, Deyun Jiang, Wen PLoS One Research Article In order to realize the stability control of the planar inverted pendulum system, which is a typical multi-variable and strong coupling system, a new fuzzy-evidential controller based on fuzzy inference and evidential reasoning is proposed. Firstly, for each axis, a fuzzy nine-point controller for the rod and a fuzzy nine-point controller for the cart are designed. Then, in order to coordinate these two controllers of each axis, a fuzzy-evidential coordinator is proposed. In this new fuzzy-evidential controller, the empirical knowledge for stabilization of the planar inverted pendulum system is expressed by fuzzy rules, while the coordinator of different control variables in each axis is built incorporated with the dynamic basic probability assignment (BPA) in the frame of fuzzy inference. The fuzzy-evidential coordinator makes the output of the control variable smoother, and the control effect of the new controller is better compared with some other work. The experiment in MATLAB shows the effectiveness and merit of the proposed method. Public Library of Science 2016-08-02 /pmc/articles/PMC4970802/ /pubmed/27482707 http://dx.doi.org/10.1371/journal.pone.0160416 Text en © 2016 Tang et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Tang, Yongchuan
Zhou, Deyun
Jiang, Wen
A New Fuzzy-Evidential Controller for Stabilization of the Planar Inverted Pendulum System
title A New Fuzzy-Evidential Controller for Stabilization of the Planar Inverted Pendulum System
title_full A New Fuzzy-Evidential Controller for Stabilization of the Planar Inverted Pendulum System
title_fullStr A New Fuzzy-Evidential Controller for Stabilization of the Planar Inverted Pendulum System
title_full_unstemmed A New Fuzzy-Evidential Controller for Stabilization of the Planar Inverted Pendulum System
title_short A New Fuzzy-Evidential Controller for Stabilization of the Planar Inverted Pendulum System
title_sort new fuzzy-evidential controller for stabilization of the planar inverted pendulum system
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4970802/
https://www.ncbi.nlm.nih.gov/pubmed/27482707
http://dx.doi.org/10.1371/journal.pone.0160416
work_keys_str_mv AT tangyongchuan anewfuzzyevidentialcontrollerforstabilizationoftheplanarinvertedpendulumsystem
AT zhoudeyun anewfuzzyevidentialcontrollerforstabilizationoftheplanarinvertedpendulumsystem
AT jiangwen anewfuzzyevidentialcontrollerforstabilizationoftheplanarinvertedpendulumsystem
AT tangyongchuan newfuzzyevidentialcontrollerforstabilizationoftheplanarinvertedpendulumsystem
AT zhoudeyun newfuzzyevidentialcontrollerforstabilizationoftheplanarinvertedpendulumsystem
AT jiangwen newfuzzyevidentialcontrollerforstabilizationoftheplanarinvertedpendulumsystem