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Fair route guidance: bridging system and user optimization
- Source :
- ITSC
- Publication Year :
- 2014
- Publisher :
- IEEE, 2014.
-
Abstract
- In this paper the authors study the problem of the assignment of road paths to vehicles. If the authors 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, the authors 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. The authors test the solution approach through simulation, compare it with the conventional user- and system-optimization, and thus demonstrate that it results in fair and globally efficient path-vehicle assignments.
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- ITSC
- Accession number :
- edsair.doi.dedup.....e8b09209dcbf3a5f33e31c71c7e6aeb5