Skip to main content

2018 | OriginalPaper | Buchkapitel

Provider Recommendation in Heterogeneous Transportation Fleets

verfasst von : Miguel Ángel Rodríguez-García, Alberto Fernández, Holger Billhardt

Erschienen in: Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity: The PAAMS Collection

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Nowadays, transportation is a critical sector of our lives, not only for the movement of people, but also to be capable to move goods around the world. Although providing such services can be seen as a very tiny problem in our society, behind it, there is a complex sector that requires sophisticated models and specific software to analyse a vast amount of information coming from different sources in order to provide a sustainable and efficient service. Given such a complex field, various issues have come up like the search of optimised routes, efficient assignment of vehicles, reduction of gas emissions, cost optimization problems, etc. In most cases, the provided approaches are focused on addressing the optimization problem considering fleets with identical features. In this work, we present HVSRec, a heterogeneous fleet semantic recommender system that integrates mechanisms to manage vehicles of different nature and characteristics efficiently. The platform is aimed to connect customers that request a transportation of a certain good with drivers that are offering transportation services with their own vehicle.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
5.
Zurück zum Zitat Laporte, G., Gendreau, M., Potvin, J.Y., Semet, F.: Classical and modern heuristics for the vehicle routing problem. Int. Trans. Oper. Res. 7(4–5), 285–300 (2000)MathSciNetCrossRef Laporte, G., Gendreau, M., Potvin, J.Y., Semet, F.: Classical and modern heuristics for the vehicle routing problem. Int. Trans. Oper. Res. 7(4–5), 285–300 (2000)MathSciNetCrossRef
6.
Zurück zum Zitat Barthélemy, T., Rossi, A., Sevaux, M., Sörensen, K.: Metaheuristic approach for the clustered VRP. In: EU/MEeting: 10th Anniversary of the Metaheuristics Community-Université de Bretagne Sud, France (2010) Barthélemy, T., Rossi, A., Sevaux, M., Sörensen, K.: Metaheuristic approach for the clustered VRP. In: EU/MEeting: 10th Anniversary of the Metaheuristics Community-Université de Bretagne Sud, France (2010)
7.
Zurück zum Zitat Krishnamurthy, N.N., Batta, R., Karwan, M.H.: Developing conflict-free routes for automated guided vehicles. Oper. Res. 41(6), 1077–1090 (1993)CrossRef Krishnamurthy, N.N., Batta, R., Karwan, M.H.: Developing conflict-free routes for automated guided vehicles. Oper. Res. 41(6), 1077–1090 (1993)CrossRef
8.
Zurück zum Zitat Langevin, A., Lauzon, D., Riopel, D.: Dispatching, routing, and scheduling of two automated guided vehicles in a flexible manufacturing system. Int. J. Flex. Manuf. Syst. 8(3), 247–262 (1996)CrossRef Langevin, A., Lauzon, D., Riopel, D.: Dispatching, routing, and scheduling of two automated guided vehicles in a flexible manufacturing system. Int. J. Flex. Manuf. Syst. 8(3), 247–262 (1996)CrossRef
9.
Zurück zum Zitat Burt, C.N., Caccetta, L.: Equipment selection for surface mining: a review. Interfaces 44(2), 143–162 (2014)CrossRef Burt, C.N., Caccetta, L.: Equipment selection for surface mining: a review. Interfaces 44(2), 143–162 (2014)CrossRef
10.
Zurück zum Zitat El-Moslmani, K., Alkass, S., Al-Hussein, M.: A computer module for multi-loaders-multi-trucks fleet selection for earthmoving projects. In: Proceedings of the Canadian Society for Civil Engineering Annual Conference, GE-107, Montréal (2002) El-Moslmani, K., Alkass, S., Al-Hussein, M.: A computer module for multi-loaders-multi-trucks fleet selection for earthmoving projects. In: Proceedings of the Canadian Society for Civil Engineering Annual Conference, GE-107, Montréal (2002)
11.
Zurück zum Zitat Burt, C., Caccetta, L., Welgama, P., Fouché, L.: Equipment selection with heterogeneous fleets for multiple-period schedules. J. Oper. Res. Soc. 62(8), 1498–1509 (2011)CrossRef Burt, C., Caccetta, L., Welgama, P., Fouché, L.: Equipment selection with heterogeneous fleets for multiple-period schedules. J. Oper. Res. Soc. 62(8), 1498–1509 (2011)CrossRef
12.
Zurück zum Zitat Aykul, H., Yalcin, E., Ediz, I.G., Dixon-Hardy, D.W., Akcakoca, H.: Equipment selection for high selective excavation surface coal mining. J. S. Afr. Inst. Min. Metall. 107(3), 195 (2007) Aykul, H., Yalcin, E., Ediz, I.G., Dixon-Hardy, D.W., Akcakoca, H.: Equipment selection for high selective excavation surface coal mining. J. S. Afr. Inst. Min. Metall. 107(3), 195 (2007)
13.
Zurück zum Zitat Colombo-Mendoza, L.O., Valencia-García, R., Rodríguez-González, A., Alor-Hernández, G., Samper-Zapater, J.J.: RecomMetz: a context-aware knowledge-based mobile recommender system for movie showtimes. Expert Syst. Appl. 42(3), 1202–1222 (2015)CrossRef Colombo-Mendoza, L.O., Valencia-García, R., Rodríguez-González, A., Alor-Hernández, G., Samper-Zapater, J.J.: RecomMetz: a context-aware knowledge-based mobile recommender system for movie showtimes. Expert Syst. Appl. 42(3), 1202–1222 (2015)CrossRef
14.
Zurück zum Zitat Rodríguez-García, M.Á., Colombo-Mendoza, L.O., Valencia-García, R., Lopez-Lorca, Antonio A., Beydoun, G.: Ontology-based music recommender system. In: Omatu, S., Malluhi, Q.M., Gonzalez, S.R., Bocewicz, G., Bucciarelli, E., Giulioni, G., Iqba, F. (eds.) Distributed Computing and Artificial Intelligence, 12th International Conference. AISC, vol. 373, pp. 39–46. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-19638-1_5CrossRef Rodríguez-García, M.Á., Colombo-Mendoza, L.O., Valencia-García, R., Lopez-Lorca, Antonio A., Beydoun, G.: Ontology-based music recommender system. In: Omatu, S., Malluhi, Q.M., Gonzalez, S.R., Bocewicz, G., Bucciarelli, E., Giulioni, G., Iqba, F. (eds.) Distributed Computing and Artificial Intelligence, 12th International Conference. AISC, vol. 373, pp. 39–46. Springer, Cham (2015). https://​doi.​org/​10.​1007/​978-3-319-19638-1_​5CrossRef
15.
Zurück zum Zitat Feld, M., Müller, C.: The automotive ontology: managing knowledge inside the vehicle and sharing it between cars. In: Proceedings of the 3rd International Conference on Automotive User Interfaces and Interactive Vehicular Applications, pp. 79–86 (2011) Feld, M., Müller, C.: The automotive ontology: managing knowledge inside the vehicle and sharing it between cars. In: Proceedings of the 3rd International Conference on Automotive User Interfaces and Interactive Vehicular Applications, pp. 79–86 (2011)
16.
Zurück zum Zitat Sun, J., Wu, Z.H., Pan, G.: Context-aware smart car: from model to prototype. J. Zhejiang Univ. Sci. A 10(7), 1049–1059 (2009)CrossRef Sun, J., Wu, Z.H., Pan, G.: Context-aware smart car: from model to prototype. J. Zhejiang Univ. Sci. A 10(7), 1049–1059 (2009)CrossRef
17.
Zurück zum Zitat Zhao, L., Ichise, R., Yoshikawa, T., Naito, T., Kakinami, T., Sasaki, Y.: Ontology-based decision making on uncontrolled intersections and narrow roads. In: IEEE IV Intelligent Vehicles Symposium, pp. 83–88 (2015) Zhao, L., Ichise, R., Yoshikawa, T., Naito, T., Kakinami, T., Sasaki, Y.: Ontology-based decision making on uncontrolled intersections and narrow roads. In: IEEE IV Intelligent Vehicles Symposium, pp. 83–88 (2015)
18.
Zurück zum Zitat Mizoguchi, R.: Part 1: introduction to ontological engineering. New Gener. Comput. 21(4), 365–384 (2003)CrossRef Mizoguchi, R.: Part 1: introduction to ontological engineering. New Gener. Comput. 21(4), 365–384 (2003)CrossRef
19.
Zurück zum Zitat Ramchurn, S.D., Sierra, C., Godó, L., Jennings, N.R.: A computational trust model for multi-agent interactions based on confidence and reputation. In: Proceedings of 6th International Workshop of Deception, Fraud and Trust in Agent Societies, pp. 69–75 (2003) Ramchurn, S.D., Sierra, C., Godó, L., Jennings, N.R.: A computational trust model for multi-agent interactions based on confidence and reputation. In: Proceedings of 6th International Workshop of Deception, Fraud and Trust in Agent Societies, pp. 69–75 (2003)
20.
21.
Zurück zum Zitat Billhardt, H., Fernández, A., Lujak, M., Ossowski, S., Julián, V., de Paz, J.F., Hernández, J.: Coordinating open fleets. A taxi assignment example. AI Commun. 30(1), 37–52 (2017)MathSciNetCrossRef Billhardt, H., Fernández, A., Lujak, M., Ossowski, S., Julián, V., de Paz, J.F., Hernández, J.: Coordinating open fleets. A taxi assignment example. AI Commun. 30(1), 37–52 (2017)MathSciNetCrossRef
Metadaten
Titel
Provider Recommendation in Heterogeneous Transportation Fleets
verfasst von
Miguel Ángel Rodríguez-García
Alberto Fernández
Holger Billhardt
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-94779-2_36

Premium Partner