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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...

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Autores principales: Cabrera-Paniagua, Daniel, Flores, Diego, Rubilar-Torrealba, Rolando, Cubillos, Claudio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
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.
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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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