Billhardt, H.; Fernández, A.; Lujak, M.; Ossowski, S.; Julian, V.; De Paz, JF.; Hernandez, JZ. (2017). Coordinating open fleets. A taxi assignment example. AI Communications. 30(1):37-52. https://doi.org/10.3233/AIC-170722
Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/184690
Title:
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Coordinating open fleets. A taxi assignment example
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Author:
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Billhardt, Holger
Fernández, Alberto
Lujak, Marin
Ossowski, Sascha
Julian, Vicente
De Paz, Juan F.
Hernandez, Josefa Z.
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UPV Unit:
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Universitat Politècnica de València. Departamento de Sistemas Informáticos y Computación - Departament de Sistemes Informàtics i Computació
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Issued date:
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Abstract:
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[EN] Nowadays, vehicles of modern fleets are endowed with advanced devices that allow the operators of a control center to have global knowledge about fleet status, including existing incidents. Fleet management systems ...[+]
[EN] Nowadays, vehicles of modern fleets are endowed with advanced devices that allow the operators of a control center to have global knowledge about fleet status, including existing incidents. Fleet management systems support real-time decision making at the control center so as to maximize fleet performance. In this paper, setting out from our experience in dynamic coordination of fleet management systems, we focus on fleets that are open, dynamic and highly autonomous. Furthermore, we propose how to cope with the scalability problem as the number of vehicles grows. We present our proposed architecture for open fleet management systems and use the case of taxi services as example of our approach. We carried out some experiments, which showed our proposed algorithm outperform the most common assignment method both in waiting times of clients and taxi costs.
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Subjects:
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Multiagent systems
,
Coordination
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Open systems
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Dynamic fleet management
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Dynamic optimization
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Copyrigths:
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Cerrado |
Source:
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AI Communications. (issn:
0921-7126
)
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DOI:
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10.3233/AIC-170722
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Publisher:
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IOS Press
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Publisher version:
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https://doi.org/10.3233/AIC-170722
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Project ID:
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info:eu-repo/grantAgreement/MINECO//TIN2012-36586-C03-01/ES/SOCIEDADES HUMANO-AGENTE: DISEÑO, FORMACION Y COORDINACION/
info:eu-repo/grantAgreement/MINECO//TIN2015-65515-C4-1-R/ES/ARQUITECTURA PERSUASIVA PARA EL USO SOSTENIBLE E INTELIGENTE DE VEHICULOS EN FLOTAS URBANAS/
info:eu-repo/grantAgreement/URJC//30VCPIGI15/
info:eu-repo/grantAgreement/CAM//S2013%2FICE-3019//Beca "MOSI-AGIL-CM"/
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Thanks:
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Work partially supported by Spanish Government through the projects iHAS (grant TIN2012-36586-C03 MINECO) and SURF (grant TIN2015-65515-C4-X-R MINECO/FEDER, UE), the Autonomous Region of Madrid through grant S2013/ICE-3019 ...[+]
Work partially supported by Spanish Government through the projects iHAS (grant TIN2012-36586-C03 MINECO) and SURF (grant TIN2015-65515-C4-X-R MINECO/FEDER, UE), the Autonomous Region of Madrid through grant S2013/ICE-3019 ("MOSI-AGIL-CM", co-funded by EU Structural Funds FSE and FEDER) and URJC-Santander (30VCPIGI15).
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Type:
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Artículo
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