Articles producció científicaEnginyeria Informàtica i Matemàtiques

Multi Objective Genetic Algorithm for Optimal Route Selection from a Set of Recommended Touristic Activities

  • Identification data

    Identifier:  imarina:9385667
    Authors:  Orama, Jonathan Ayebakuro; Moreno, Antonio; Borras, Joan
    Abstract:
    It is a known fact that the order in which touristic activities are experienced plays a role in how enjoyable they are. This is the reason why tourists prefer to book carefully prepared day tours on arrival to a new destination, as they allow them to see the essence of the destination while traversing scenic routes. Tours are great, but they are expensive, do not allow room for personal exploration, and are built as a one-size-fits-all which does not consider the individual preferences of the tourist. In contrast, it is possible to make an optimal selection and ordering of touristic activities from a larger set of possibilities that match a tourist's personal preferences, balancing important aspects like diversity, spatial proximity, or degree of interest on popular places. We propose a multi-objective genetic algorithm that uses a weighted averaging operator to balance four diverse objective functions crafted to maintain diversity, proximity, interest on popularity, and cultural preference. The system has been evaluated against four baseline algorithms and found to perform significantly better for the specified purpose.
  • Others:

    Link to the original source: https://ebooks.iospress.nl/doi/10.3233/FAIA220307
    APA: Orama, Jonathan Ayebakuro; Moreno, Antonio; Borras, Joan (2022). Multi Objective Genetic Algorithm for Optimal Route Selection from a Set of Recommended Touristic Activities. Amsterdam: IOS Press
    Paper original source: Frontiers In Artificial Intelligence And Applications. 356 9-12
    Article's DOI: 10.3233/faia220307
    Journal publication year: 2022
    Entity: Universitat Rovira i Virgili
    Paper version: info:eu-repo/semantics/publishedVersion
    Record's date: 2025-01-28
    URV's Author/s: Borràs Nogués, Joan / Moreno Ribas, Antonio / Orama, Ayebakuro Jonathan
    Department: Enginyeria Informàtica i Matemàtiques
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Publication Type: Proceedings Paper
    Author, as appears in the article.: Orama, Jonathan Ayebakuro; Moreno, Antonio; Borras, Joan
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Thematic Areas: Medicina ii, Interdisciplinar, Información y documentación, General o multidisciplinar, Engenharias iv, Engenharias iii, Comunicació i informació, Ciências agrárias i, Artificial intelligence
    Author's mail: ayebakurojonathan.orama@estudiants.urv.cat, antonio.moreno@urv.cat
  • Keywords:

    Weighted average objective balancing
    Weighted average objective balancin
    Travel route optimization
    Multi-objective genetic algorithm
    Artificial Intelligence
    Medicina ii
    Interdisciplinar
    Información y documentación
    General o multidisciplinar
    Engenharias iv
    Engenharias iii
    Comunicació i informació
    Ciências agrárias i
  • Documents:

  • Cerca a google

    Search to google scholar