Rebalancing and Fleet Sizing of Mobility-on-Demand Networks with Combined Simulation, Optimization and Queueing Network Analysis

Beitrag bei einer Tagung
(Originalarbeit)


Details zur Publikation

Autor(en): Bazan P, Djanatliev A, Lauer C, Pruckner M, German R
Herausgeber: M. Rabe, A. A. Juan, N. Mustafee, A. Skoogh, S. Jain, and B. Johansson
Verlag: IEEE Press
Verlagsort: Piscataway, NJ, USA
Jahr der Veröffentlichung: 2018
Tagungsband: Proceedings of the 2018 Winter Simulation Conference
Seitenbereich: 1527-1538
ISBN: 978-1-5386-6572-5
ISSN: 1558-4305
Sprache: Englisch


Abstract

Car rental companies have to operate the fleet of vehicles considering a
cost effective fleet sizing and rebalancing of the vehicles.
Additionally, they have to ensure a good vehicle availability at the
rental stations. We present a simulation model combined with
optimization and queueing network analysis for mobility-on-demand
networks with one-way car sharing. The system is modeled as a closed
queueing network. On the one hand, this allows an estimation of the
vehicle availability; on the other hand, constraints for the
optimization model can be derived from the mathematical equations of the
queuing network model. To optimize the total revenue, the optimization
model considers price incentives for customer trips and cost of empty
trips resulting in a mixed-integer linear programming problem. The
simulation uses the optimization component for an optimized operation of
the mobility-on-demand networks and computes the optimal fleet size,
the cost of empty runs, and the vehicle availability.


FAU-Autoren / FAU-Herausgeber

Bazan, Peter Dr.-Ing.
Lehrstuhl für Informatik 7 (Rechnernetze und Kommunikationssysteme)
Djanatliev, Anatoli Dr.-Ing.
Lehrstuhl für Informatik 7 (Rechnernetze und Kommunikationssysteme)
German, Reinhard Prof. Dr.
Lehrstuhl für Informatik 7 (Rechnernetze und Kommunikationssysteme)
Lauer, Christoph
Lehrstuhl für Informatik 7 (Rechnernetze und Kommunikationssysteme)
Pruckner, Marco Prof. Dr.-Ing.
Juniorprofessur für Energieinformatik


Zitierweisen

APA:
Bazan, P., Djanatliev, A., Lauer, C., Pruckner, M., & German, R. (2018). Rebalancing and Fleet Sizing of Mobility-on-Demand Networks with Combined Simulation, Optimization and Queueing Network Analysis. In M. Rabe, A. A. Juan, N. Mustafee, A. Skoogh, S. Jain, and B. Johansson (Eds.), Proceedings of the 2018 Winter Simulation Conference (pp. 1527-1538). Göteborg, SE: Piscataway, NJ, USA: IEEE Press.

MLA:
Bazan, Peter, et al. "Rebalancing and Fleet Sizing of Mobility-on-Demand Networks with Combined Simulation, Optimization and Queueing Network Analysis." Proceedings of the Winter Simulation Conference 2018 (WSC 2018), Göteborg Ed. M. Rabe, A. A. Juan, N. Mustafee, A. Skoogh, S. Jain, and B. Johansson, Piscataway, NJ, USA: IEEE Press, 2018. 1527-1538.

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Zuletzt aktualisiert 2019-10-04 um 18:10