Development of an Artificial Intelligence System (AI) Based on Patterns Recognition for the Analysis of Vehicular Routes
This work presents the study and development of an Artificial Intelligence system, with focus on K-means algorithms and Artificial Neural Networks, to assist fleet managers in the identification of routes and route deviations. The developed tool has the objective of modernizing the process of identi...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Asociación Española para la Inteligencia Artificial
2020-06-01
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| Series: | Inteligencia Artificial |
| Subjects: | |
| Online Access: | https://journal.iberamia.org/index.php/intartif/article/view/339 |
| _version_ | 1818877763982983168 |
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| author | Leonardo Luís Röpke Manuel Osório Binelo |
| author_facet | Leonardo Luís Röpke Manuel Osório Binelo |
| author_sort | Leonardo Luís Röpke |
| collection | DOAJ |
| description | This work presents the study and development of an Artificial Intelligence system, with focus on K-means algorithms and Artificial Neural Networks, to assist fleet managers in the identification of routes and route deviations. The developed tool has the objective of modernizing the process of identification of routes and deviations of routes. The results show that the Artificial Neural Networks obtained a 100% accuracy rate in the identification of routes, and in the identification of route deviations the RNAs were able to identify 61% of the routes presented. Therefore, RNAs are an excellent technique to be applied to the identification of routes and deviations of routes. The K-means algorithm presented good results when applied in the discovery of similar routes, thus becoming an important tool applied to the work of monitoring vehicles routes. |
| first_indexed | 2024-12-19T14:03:28Z |
| format | Article |
| id | doaj.art-65f6752d867a41d0b082d8e78f067de7 |
| institution | Directory Open Access Journal |
| issn | 1137-3601 1988-3064 |
| language | English |
| last_indexed | 2024-12-19T14:03:28Z |
| publishDate | 2020-06-01 |
| publisher | Asociación Española para la Inteligencia Artificial |
| record_format | Article |
| series | Inteligencia Artificial |
| spelling | doaj.art-65f6752d867a41d0b082d8e78f067de72022-12-21T20:18:23ZengAsociación Española para la Inteligencia ArtificialInteligencia Artificial1137-36011988-30642020-06-012365Development of an Artificial Intelligence System (AI) Based on Patterns Recognition for the Analysis of Vehicular RoutesLeonardo Luís Röpke0 Manuel Osório BineloUNIJUIThis work presents the study and development of an Artificial Intelligence system, with focus on K-means algorithms and Artificial Neural Networks, to assist fleet managers in the identification of routes and route deviations. The developed tool has the objective of modernizing the process of identification of routes and deviations of routes. The results show that the Artificial Neural Networks obtained a 100% accuracy rate in the identification of routes, and in the identification of route deviations the RNAs were able to identify 61% of the routes presented. Therefore, RNAs are an excellent technique to be applied to the identification of routes and deviations of routes. The K-means algorithm presented good results when applied in the discovery of similar routes, thus becoming an important tool applied to the work of monitoring vehicles routes.https://journal.iberamia.org/index.php/intartif/article/view/339Artificial intelligenceArtificial neural networksK-meansPattern RecognitionRoutes |
| spellingShingle | Leonardo Luís Röpke Manuel Osório Binelo Development of an Artificial Intelligence System (AI) Based on Patterns Recognition for the Analysis of Vehicular Routes Inteligencia Artificial Artificial intelligence Artificial neural networks K-means Pattern Recognition Routes |
| title | Development of an Artificial Intelligence System (AI) Based on Patterns Recognition for the Analysis of Vehicular Routes |
| title_full | Development of an Artificial Intelligence System (AI) Based on Patterns Recognition for the Analysis of Vehicular Routes |
| title_fullStr | Development of an Artificial Intelligence System (AI) Based on Patterns Recognition for the Analysis of Vehicular Routes |
| title_full_unstemmed | Development of an Artificial Intelligence System (AI) Based on Patterns Recognition for the Analysis of Vehicular Routes |
| title_short | Development of an Artificial Intelligence System (AI) Based on Patterns Recognition for the Analysis of Vehicular Routes |
| title_sort | development of an artificial intelligence system ai based on patterns recognition for the analysis of vehicular routes |
| topic | Artificial intelligence Artificial neural networks K-means Pattern Recognition Routes |
| url | https://journal.iberamia.org/index.php/intartif/article/view/339 |
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