Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network
The optimization of infrastructure maintenance costs in Automated Teller Machine networks of financial institutions is a huge problem faced through business intelligence as artificial intelligence for decision-making. This paper addresses the issue to optimize costs through the application of system...
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| Otros Autores: | , , |
| Formato: | article |
| Lenguaje: | spa |
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2022
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| Acceso en línea: | https://ieeexplore.ieee.org/document/9935754 https://hdl.handle.net/20.500.14809/3945 |
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| author | Calle-Sarmiento, L. |
| author2 | Bermeo-Moyano, J. Castillo-Velazquez, Jose-Ignacio Vayas, Germania |
| author2_role | author author author |
| author_facet | Calle-Sarmiento, L. Bermeo-Moyano, J. Castillo-Velazquez, Jose-Ignacio Vayas, Germania |
| author_role | author |
| collection | Repositorio Universidad Tecnológica Indoamérica |
| dc.creator.none.fl_str_mv | Calle-Sarmiento, L. Bermeo-Moyano, J. Castillo-Velazquez, Jose-Ignacio Vayas, Germania |
| dc.date.none.fl_str_mv | 2022-12-04T02:02:19Z 2022-12-04T02:02:19Z 2022 |
| dc.identifier.none.fl_str_mv | https://ieeexplore.ieee.org/document/9935754 https://hdl.handle.net/20.500.14809/3945 |
| dc.language.none.fl_str_mv | spa |
| dc.publisher.none.fl_str_mv | 6th IEEE Ecuador Technical Chapters Meeting, ETCM 2022. 6th IEEE Ecuador Technical Chapters Meeting, ETCM 2022 Quito. 11 October 2022 through 14 October 2022 |
| dc.rights.none.fl_str_mv | closedAccess https://creativecommons.org/licenses/by/4.0/ info:eu-repo/semantics/openAccess |
| dc.source.none.fl_str_mv | reponame:Repositorio Universidad Tecnológica Indoamérica instname:Universidad Tecnológica Indoamérica instacron:UTI |
| dc.title.none.fl_str_mv | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network |
| dc.type.none.fl_str_mv | info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/article |
| description | The optimization of infrastructure maintenance costs in Automated Teller Machine networks of financial institutions is a huge problem faced through business intelligence as artificial intelligence for decision-making. This paper addresses the issue to optimize costs through the application of systems with artificial intelligence. So, neural networks were applied to predict ATM failures based on the historical information of specified errors, number and amounts of transactions. Then forecasting was used to determinate failures, after, the optimal maintenance route that the technical personnel must travel was determined by means of a genetic algorithm. Finally, it was estimated that the reduction of maintenance costs when applying the proposed predictive maintenance methodology is around 200,000 USD for an ATM network of 500 devices of a financial institution in Ecuador. |
| eu_rights_str_mv | openAccess |
| format | article |
| id | UTI_15877cdec178a5b58f3d3ed57be134ff |
| instacron_str | UTI |
| institution | UTI |
| instname_str | Universidad Tecnológica Indoamérica |
| language | spa |
| network_acronym_str | UTI |
| network_name_str | Repositorio Universidad Tecnológica Indoamérica |
| oai_identifier_str | oai:repositorio.uti.edu.ec:20.500.14809/3945 |
| publishDate | 2022 |
| publisher.none.fl_str_mv | 6th IEEE Ecuador Technical Chapters Meeting, ETCM 2022. 6th IEEE Ecuador Technical Chapters Meeting, ETCM 2022 Quito. 11 October 2022 through 14 October 2022 |
| reponame_str | Repositorio Universidad Tecnológica Indoamérica |
| repository.mail.fl_str_mv | . |
| repository.name.fl_str_mv | Repositorio Universidad Tecnológica Indoamérica - Universidad Tecnológica Indoamérica |
| repository_id_str | 0 |
| rights_invalid_str_mv | closedAccess https://creativecommons.org/licenses/by/4.0/ |
| spelling | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM NetworkCalle-Sarmiento, L.Bermeo-Moyano, J.Castillo-Velazquez, Jose-IgnacioVayas, GermaniaThe optimization of infrastructure maintenance costs in Automated Teller Machine networks of financial institutions is a huge problem faced through business intelligence as artificial intelligence for decision-making. This paper addresses the issue to optimize costs through the application of systems with artificial intelligence. So, neural networks were applied to predict ATM failures based on the historical information of specified errors, number and amounts of transactions. Then forecasting was used to determinate failures, after, the optimal maintenance route that the technical personnel must travel was determined by means of a genetic algorithm. Finally, it was estimated that the reduction of maintenance costs when applying the proposed predictive maintenance methodology is around 200,000 USD for an ATM network of 500 devices of a financial institution in Ecuador.6th IEEE Ecuador Technical Chapters Meeting, ETCM 2022. 6th IEEE Ecuador Technical Chapters Meeting, ETCM 2022 Quito. 11 October 2022 through 14 October 20222022-12-04T02:02:19Z2022-12-04T02:02:19Z2022info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://ieeexplore.ieee.org/document/9935754https://hdl.handle.net/20.500.14809/3945spaclosedAccesshttps://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessreponame:Repositorio Universidad Tecnológica Indoaméricainstname:Universidad Tecnológica Indoaméricainstacron:UTI2022-12-04T02:29:13Zoai:repositorio.uti.edu.ec:20.500.14809/3945Institucionalhttps://repositorio.uti.edu.ec/Institución privadahttps://indoamerica.edu.ec/https://repositorio.uti.edu.ec/oai.Ecuador...opendoar:02022-12-04T02:29:13Repositorio Universidad Tecnológica Indoamérica - Universidad Tecnológica Indoaméricafalse |
| spellingShingle | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network Calle-Sarmiento, L. |
| status_str | publishedVersion |
| title | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network |
| title_full | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network |
| title_fullStr | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network |
| title_full_unstemmed | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network |
| title_short | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network |
| title_sort | Neural Networks and Genetic Algorithms applied to the Maintenance Process in an ATM Network |
| url | https://ieeexplore.ieee.org/document/9935754 https://hdl.handle.net/20.500.14809/3945 |