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Subjective Trusts for the Control of Mobile Robots under Uncertainty
The paper deals with the methods of handling imperfect information and the control of mobile robots acting under uncertainty. It is assumed that the robots act in autonomous regime and are controlled internally without referring the externally defined probabilities of the states and actions. To cont...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9223294/ https://www.ncbi.nlm.nih.gov/pubmed/35741511 http://dx.doi.org/10.3390/e24060790 |
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author | Kagan, Eugene Rybalov, Alexander |
author_facet | Kagan, Eugene Rybalov, Alexander |
author_sort | Kagan, Eugene |
collection | PubMed |
description | The paper deals with the methods of handling imperfect information and the control of mobile robots acting under uncertainty. It is assumed that the robots act in autonomous regime and are controlled internally without referring the externally defined probabilities of the states and actions. To control the activity of the robots, we suggest the novel multi-valued logic techniques based on the recently developed measures, known as the subjective trusts. In addition to specification of the robots’ movements, such a technique allows for direct definition of the robots’ swarming using the methods of artificial neural networks with mobile neurons. The suggested methods are verified by numerical simulations and running examples. The resulting framework forms a basis for processing non-probabilistic uncertainties and making individual decisions with imperfect information. |
format | Online Article Text |
id | pubmed-9223294 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92232942022-06-24 Subjective Trusts for the Control of Mobile Robots under Uncertainty Kagan, Eugene Rybalov, Alexander Entropy (Basel) Article The paper deals with the methods of handling imperfect information and the control of mobile robots acting under uncertainty. It is assumed that the robots act in autonomous regime and are controlled internally without referring the externally defined probabilities of the states and actions. To control the activity of the robots, we suggest the novel multi-valued logic techniques based on the recently developed measures, known as the subjective trusts. In addition to specification of the robots’ movements, such a technique allows for direct definition of the robots’ swarming using the methods of artificial neural networks with mobile neurons. The suggested methods are verified by numerical simulations and running examples. The resulting framework forms a basis for processing non-probabilistic uncertainties and making individual decisions with imperfect information. MDPI 2022-06-05 /pmc/articles/PMC9223294/ /pubmed/35741511 http://dx.doi.org/10.3390/e24060790 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kagan, Eugene Rybalov, Alexander Subjective Trusts for the Control of Mobile Robots under Uncertainty |
title | Subjective Trusts for the Control of Mobile Robots under Uncertainty |
title_full | Subjective Trusts for the Control of Mobile Robots under Uncertainty |
title_fullStr | Subjective Trusts for the Control of Mobile Robots under Uncertainty |
title_full_unstemmed | Subjective Trusts for the Control of Mobile Robots under Uncertainty |
title_short | Subjective Trusts for the Control of Mobile Robots under Uncertainty |
title_sort | subjective trusts for the control of mobile robots under uncertainty |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9223294/ https://www.ncbi.nlm.nih.gov/pubmed/35741511 http://dx.doi.org/10.3390/e24060790 |
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