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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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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 |
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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 |
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