In this paper we study the problem of the assignment of road paths to vehicles. If we assume available the real-time road network information, then (self-concerned) vehicles select paths in a way related to user optimization which results in Wardrop equilibrium. The latter, even though fair for the vehicles of the same Origin-Destination (O-D) pair, in general can be arbitrarily more costly than the system optimum. System optimization, on the other hand, can produce unfair assignments both for the vehicles of the same as of different O-D pairs. To surmount the performance issue of the user- in respect to the system-optimization while considering the fairness issues, we propose a MAS-based distributed optimization model for path assignment to vehicles from the same and different OD pairs at two levels. On the upper level, the proposed model optimizes the overall O-D pairs’ Nash Welfare with the fairness related constraints while on the lower level, for every O-D pair separately, paths are assigned to individual vehicles through the auction algorithm. We test the solution approach through simulation, compare it with the conventional user- and systemoptimization, and thus demonstrate that it results in fair and globally efficient path-vehicle assignments.

Lujak, M., Giordani, S., Ossowski, S. (2014). Fair route guidance: bridging system and user optimization. In Proceedings of the 17th International IEEE Conference on Intelligent Transportation Systems, ITSC-2014 (pp.1415-1422). IEEE [10.1109/ITSC.2014.6957885].

Fair route guidance: bridging system and user optimization

GIORDANI, STEFANO;
2014-01-01

Abstract

In this paper we study the problem of the assignment of road paths to vehicles. If we assume available the real-time road network information, then (self-concerned) vehicles select paths in a way related to user optimization which results in Wardrop equilibrium. The latter, even though fair for the vehicles of the same Origin-Destination (O-D) pair, in general can be arbitrarily more costly than the system optimum. System optimization, on the other hand, can produce unfair assignments both for the vehicles of the same as of different O-D pairs. To surmount the performance issue of the user- in respect to the system-optimization while considering the fairness issues, we propose a MAS-based distributed optimization model for path assignment to vehicles from the same and different OD pairs at two levels. On the upper level, the proposed model optimizes the overall O-D pairs’ Nash Welfare with the fairness related constraints while on the lower level, for every O-D pair separately, paths are assigned to individual vehicles through the auction algorithm. We test the solution approach through simulation, compare it with the conventional user- and systemoptimization, and thus demonstrate that it results in fair and globally efficient path-vehicle assignments.
17th IEEE International Conference on Intelligent Transportation Systems, ITSC-2014
Qingdao, China
2014
17
Rilevanza internazionale
contributo
2014
Settore MAT/09 - RICERCA OPERATIVA
English
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6957885&punumber%3D6948869%26filter%3DAND%28p_IS_Number%3A6957655%29%26pageNumber%3D10
Intervento a convegno
Lujak, M., Giordani, S., Ossowski, S. (2014). Fair route guidance: bridging system and user optimization. In Proceedings of the 17th International IEEE Conference on Intelligent Transportation Systems, ITSC-2014 (pp.1415-1422). IEEE [10.1109/ITSC.2014.6957885].
Lujak, M; Giordani, S; Ossowski, S
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/101863
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