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A New Approach for Including Social Conventions into Social Robots Navigation by Using Polygonal Triangulation and Group Asymmetric Gaussian Functions

Many authors have been working on approaches that can be applied to social robots to allow a more realistic/comfortable relationship between humans and robots in the same space. This paper proposes a new navigation strategy for social environments by recognizing and considering the social convention...

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Detalles Bibliográficos
Autores principales: de Sousa, Raphaell Maciel, Barrios-Aranibar, Dennis, Diaz-Amado, Jose, Patiño-Escarcina, Raquel E., Trindade, Roque Mendes Prado
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9230447/
https://www.ncbi.nlm.nih.gov/pubmed/35746384
http://dx.doi.org/10.3390/s22124602
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author de Sousa, Raphaell Maciel
Barrios-Aranibar, Dennis
Diaz-Amado, Jose
Patiño-Escarcina, Raquel E.
Trindade, Roque Mendes Prado
author_facet de Sousa, Raphaell Maciel
Barrios-Aranibar, Dennis
Diaz-Amado, Jose
Patiño-Escarcina, Raquel E.
Trindade, Roque Mendes Prado
author_sort de Sousa, Raphaell Maciel
collection PubMed
description Many authors have been working on approaches that can be applied to social robots to allow a more realistic/comfortable relationship between humans and robots in the same space. This paper proposes a new navigation strategy for social environments by recognizing and considering the social conventions of people and groups. To achieve that, we proposed the application of Delaunay triangulation for connecting people as vertices of a triangle network. Then, we defined a complete asymmetric Gaussian function (for individuals and groups) to decide zones where the robot must avoid passing. Furthermore, a feature generalization scheme called socialization feature was proposed to incorporate perception information that can be used to change the variance of the Gaussian function. Simulation results have been presented to demonstrate that the proposed approach can modify the path according to the perception of the robot compared to a standard A* algorithm.
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spelling pubmed-92304472022-06-25 A New Approach for Including Social Conventions into Social Robots Navigation by Using Polygonal Triangulation and Group Asymmetric Gaussian Functions de Sousa, Raphaell Maciel Barrios-Aranibar, Dennis Diaz-Amado, Jose Patiño-Escarcina, Raquel E. Trindade, Roque Mendes Prado Sensors (Basel) Article Many authors have been working on approaches that can be applied to social robots to allow a more realistic/comfortable relationship between humans and robots in the same space. This paper proposes a new navigation strategy for social environments by recognizing and considering the social conventions of people and groups. To achieve that, we proposed the application of Delaunay triangulation for connecting people as vertices of a triangle network. Then, we defined a complete asymmetric Gaussian function (for individuals and groups) to decide zones where the robot must avoid passing. Furthermore, a feature generalization scheme called socialization feature was proposed to incorporate perception information that can be used to change the variance of the Gaussian function. Simulation results have been presented to demonstrate that the proposed approach can modify the path according to the perception of the robot compared to a standard A* algorithm. MDPI 2022-06-18 /pmc/articles/PMC9230447/ /pubmed/35746384 http://dx.doi.org/10.3390/s22124602 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
de Sousa, Raphaell Maciel
Barrios-Aranibar, Dennis
Diaz-Amado, Jose
Patiño-Escarcina, Raquel E.
Trindade, Roque Mendes Prado
A New Approach for Including Social Conventions into Social Robots Navigation by Using Polygonal Triangulation and Group Asymmetric Gaussian Functions
title A New Approach for Including Social Conventions into Social Robots Navigation by Using Polygonal Triangulation and Group Asymmetric Gaussian Functions
title_full A New Approach for Including Social Conventions into Social Robots Navigation by Using Polygonal Triangulation and Group Asymmetric Gaussian Functions
title_fullStr A New Approach for Including Social Conventions into Social Robots Navigation by Using Polygonal Triangulation and Group Asymmetric Gaussian Functions
title_full_unstemmed A New Approach for Including Social Conventions into Social Robots Navigation by Using Polygonal Triangulation and Group Asymmetric Gaussian Functions
title_short A New Approach for Including Social Conventions into Social Robots Navigation by Using Polygonal Triangulation and Group Asymmetric Gaussian Functions
title_sort new approach for including social conventions into social robots navigation by using polygonal triangulation and group asymmetric gaussian functions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9230447/
https://www.ncbi.nlm.nih.gov/pubmed/35746384
http://dx.doi.org/10.3390/s22124602
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