Towards an autonomous and intelligent airline operations control
| Autor(a) principal: | |
|---|---|
| Data de Publicação: | 2012 |
| Outros Autores: | , |
| Tipo de documento: | Livro |
| Idioma: | eng |
| Título da fonte: | Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
| Texto Completo: | https://repositorio-aberto.up.pt/handle/10216/69043 |
Resumo: | Studies have estimated that irregular operations (flights affected by a disruption) can cost between 2% and 3% of the airline annual revenue and that a better recovery process could result in cost reductions of at least 20%. Even for small airlines this can represent millions of Euros. In this paper we propose a multi-agent system (MAS) whose members represent the roles, functionalities and competences existing in a typical Airline Operations Control Centre (AOCC), the airline entity responsible for managing the impact of irregular events on planned operations. This multiagent based system produces intelligent solutions in the sense that its outcomes are the result of an autonomous reaction and adaption to changes in the environment, solving partial problems simultaneously. We tested our MAS using real data from TAP Portuguese airline company and experimentally compared our system with solutions found by the human operators on TAP Portugal AOCC. A comparison was also made with a more traditional sequential approach that is the typical method followed by AOCCs when solving disruptions. Results from those comparisons show that it is possible to reduce costs and have a better integrated solution with the proposed system. |
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Towards an autonomous and intelligent airline operations controlEngenharia de computadores, Engenharia electrotécnica, electrónica e informáticaComputer engineering, Electrical engineering, Electronic engineering, Information engineeringStudies have estimated that irregular operations (flights affected by a disruption) can cost between 2% and 3% of the airline annual revenue and that a better recovery process could result in cost reductions of at least 20%. Even for small airlines this can represent millions of Euros. In this paper we propose a multi-agent system (MAS) whose members represent the roles, functionalities and competences existing in a typical Airline Operations Control Centre (AOCC), the airline entity responsible for managing the impact of irregular events on planned operations. This multiagent based system produces intelligent solutions in the sense that its outcomes are the result of an autonomous reaction and adaption to changes in the environment, solving partial problems simultaneously. We tested our MAS using real data from TAP Portuguese airline company and experimentally compared our system with solutions found by the human operators on TAP Portugal AOCC. A comparison was also made with a more traditional sequential approach that is the typical method followed by AOCCs when solving disruptions. Results from those comparisons show that it is possible to reduce costs and have a better integrated solution with the proposed system.20122012-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/bookapplication/pdfhttps://repositorio-aberto.up.pt/handle/10216/69043eng10.1109/itsc.2012.6338858António J. M. CastroAna Paula RochaEugénio Oliveirainfo:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-02-27T20:04:55Zoai:repositorio-aberto.up.pt:10216/69043Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T23:48:23.951083Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse |
| dc.title.none.fl_str_mv |
Towards an autonomous and intelligent airline operations control |
| title |
Towards an autonomous and intelligent airline operations control |
| spellingShingle |
Towards an autonomous and intelligent airline operations control António J. M. Castro Engenharia de computadores, Engenharia electrotécnica, electrónica e informática Computer engineering, Electrical engineering, Electronic engineering, Information engineering |
| title_short |
Towards an autonomous and intelligent airline operations control |
| title_full |
Towards an autonomous and intelligent airline operations control |
| title_fullStr |
Towards an autonomous and intelligent airline operations control |
| title_full_unstemmed |
Towards an autonomous and intelligent airline operations control |
| title_sort |
Towards an autonomous and intelligent airline operations control |
| author |
António J. M. Castro |
| author_facet |
António J. M. Castro Ana Paula Rocha Eugénio Oliveira |
| author_role |
author |
| author2 |
Ana Paula Rocha Eugénio Oliveira |
| author2_role |
author author |
| dc.contributor.author.fl_str_mv |
António J. M. Castro Ana Paula Rocha Eugénio Oliveira |
| dc.subject.por.fl_str_mv |
Engenharia de computadores, Engenharia electrotécnica, electrónica e informática Computer engineering, Electrical engineering, Electronic engineering, Information engineering |
| topic |
Engenharia de computadores, Engenharia electrotécnica, electrónica e informática Computer engineering, Electrical engineering, Electronic engineering, Information engineering |
| description |
Studies have estimated that irregular operations (flights affected by a disruption) can cost between 2% and 3% of the airline annual revenue and that a better recovery process could result in cost reductions of at least 20%. Even for small airlines this can represent millions of Euros. In this paper we propose a multi-agent system (MAS) whose members represent the roles, functionalities and competences existing in a typical Airline Operations Control Centre (AOCC), the airline entity responsible for managing the impact of irregular events on planned operations. This multiagent based system produces intelligent solutions in the sense that its outcomes are the result of an autonomous reaction and adaption to changes in the environment, solving partial problems simultaneously. We tested our MAS using real data from TAP Portuguese airline company and experimentally compared our system with solutions found by the human operators on TAP Portugal AOCC. A comparison was also made with a more traditional sequential approach that is the typical method followed by AOCCs when solving disruptions. Results from those comparisons show that it is possible to reduce costs and have a better integrated solution with the proposed system. |
| publishDate |
2012 |
| dc.date.none.fl_str_mv |
2012 2012-01-01T00:00:00Z |
| dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
| dc.type.driver.fl_str_mv |
info:eu-repo/semantics/book |
| format |
book |
| status_str |
publishedVersion |
| dc.identifier.uri.fl_str_mv |
https://repositorio-aberto.up.pt/handle/10216/69043 |
| url |
https://repositorio-aberto.up.pt/handle/10216/69043 |
| dc.language.iso.fl_str_mv |
eng |
| language |
eng |
| dc.relation.none.fl_str_mv |
10.1109/itsc.2012.6338858 |
| dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
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reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia instacron:RCAAP |
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RCAAP |
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RCAAP |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia |
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info@rcaap.pt |
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