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Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario
This work analyzes the implementation of an artificial mechanism inspired by a biological somatic marker that ables a passenger agent to both, react to changes in the service, as well as keep said reactions as a memory for future decisions. An artificial mental model was designed, and the passenger...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10579406/ https://www.ncbi.nlm.nih.gov/pubmed/37845233 http://dx.doi.org/10.1038/s41598-023-44414-x |
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author | Cabrera-Paniagua, Daniel Flores, Diego Rubilar-Torrealba, Rolando Cubillos, Claudio |
author_facet | Cabrera-Paniagua, Daniel Flores, Diego Rubilar-Torrealba, Rolando Cubillos, Claudio |
author_sort | Cabrera-Paniagua, Daniel |
collection | PubMed |
description | This work analyzes the implementation of an artificial mechanism inspired by a biological somatic marker that ables a passenger agent to both, react to changes in the service, as well as keep said reactions as a memory for future decisions. An artificial mental model was designed, and the passenger agent was implemented as an autonomous decision-making system, where both, the choice of the transport operator and the evaluation of the received service were fully delegated to the system. The evaluation of the service experience is not only based on rational aspects (such as the cost of the trip) but also on subjective aspects related to the satisfaction level derived from the passenger's experience. The experimental scenario considered 10,000 trip requests simulated within an artificial map that emulates characteristics that are usually present in a city, such as vehicular congestion, the unsafety of certain streets, or the benefits of an area with tourist interest. The results show that the option to travel under a transport operator with a touristic profile is a trend. Unlike current cases in the industry, this research work explores the scenario where the passenger can have as a client a trip profile with memory, differentiated from other clients, and can receive more than one trip proposal for the same trip request, according to the different conditions that the passenger is looking for. |
format | Online Article Text |
id | pubmed-10579406 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105794062023-10-18 Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario Cabrera-Paniagua, Daniel Flores, Diego Rubilar-Torrealba, Rolando Cubillos, Claudio Sci Rep Article This work analyzes the implementation of an artificial mechanism inspired by a biological somatic marker that ables a passenger agent to both, react to changes in the service, as well as keep said reactions as a memory for future decisions. An artificial mental model was designed, and the passenger agent was implemented as an autonomous decision-making system, where both, the choice of the transport operator and the evaluation of the received service were fully delegated to the system. The evaluation of the service experience is not only based on rational aspects (such as the cost of the trip) but also on subjective aspects related to the satisfaction level derived from the passenger's experience. The experimental scenario considered 10,000 trip requests simulated within an artificial map that emulates characteristics that are usually present in a city, such as vehicular congestion, the unsafety of certain streets, or the benefits of an area with tourist interest. The results show that the option to travel under a transport operator with a touristic profile is a trend. Unlike current cases in the industry, this research work explores the scenario where the passenger can have as a client a trip profile with memory, differentiated from other clients, and can receive more than one trip proposal for the same trip request, according to the different conditions that the passenger is looking for. Nature Publishing Group UK 2023-10-16 /pmc/articles/PMC10579406/ /pubmed/37845233 http://dx.doi.org/10.1038/s41598-023-44414-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Cabrera-Paniagua, Daniel Flores, Diego Rubilar-Torrealba, Rolando Cubillos, Claudio Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario |
title | Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario |
title_full | Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario |
title_fullStr | Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario |
title_full_unstemmed | Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario |
title_short | Bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario |
title_sort | bio-inspired artificial somatic index for reflecting the travel experience of passenger agents under a flexible transportation scenario |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10579406/ https://www.ncbi.nlm.nih.gov/pubmed/37845233 http://dx.doi.org/10.1038/s41598-023-44414-x |
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