Title :
Dynamic Vehicle Routing Problem with real-time time-dependent travel times
Author :
Zhao, Xin ; Goncalves, Gilles ; Dupas, Rémy
Author_Institution :
Lab. de Genie Inf. et Autom. de l´´Artois, Universal d´´Artois, Bethune, France
Abstract :
The real-time decision problems play a more and more important role in many areas such as the logistic distribution. This paper is focused on the Dynamic Vehicle Routing Problem with Time Windows (DVRPTW) in the context of real-time traffic information. The travel times are based on a time-dependent model in which the travel speeds are step functions. This model is enriched with an exponential smoothing function able to calculate the forecasted speed. This new model of travel times is used by on-line genetic algorithm for the route planning. The validation of this approach on benchmarks shows that the real-time traffic information can improve performances of the route planning.
Keywords :
genetic algorithms; road traffic; road vehicles; dynamic vehicle routing problem; exponential smoothing function; logistic distribution; online genetic algorithm; real-time time-dependent travel times; real-time traffic information; route planning; time windows; time-dependent model; Genetic algorithms; Logistics; Predictive models; Routing; Smoothing methods; Time measurement; Traffic control; Vehicle dynamics; Vehicles; Velocity measurement;
Conference_Titel :
Intelligent Vehicles Symposium, 2009 IEEE
Conference_Location :
Xi´an
Print_ISBN :
978-1-4244-3503-6
Electronic_ISBN :
1931-0587
DOI :
10.1109/IVS.2009.5164383