A simheuristic for routing electric vehicles with limited driving ranges and stochastic travel times
Reyes-Rubiano, Lorena 
(Universidad Pública de Navarra)
Ferone, Daniele 
(Università degli Studi di Milano-Bicocca)
Juan, Ángel A. 
(Universitat Oberta de Catalunya)
Faulin Fajardo, Francisco Javier 
(Universidad Pública de Navarra)
Data: |
2019 |
Resum: |
Green transportation is becoming relevant in the context of smart cities, where the use of electric vehicles represents a promising strategy to support sustainability policies. However the use of electric vehicles shows some drawbacks as well, such as their limited driving-range capacity. This paper analyses a realistic vehicle routing problem in which both driving-range constraints and stochastic travel times are considered. Thus, the main goal is to minimize the expected time-based cost required to complete the freight distribution plan. In order to design reliable Routing plans, a simheuristic algorithm is proposed. It combines Monte Carlo simulation with a multi-start metaheuristic, which also employs biased-randomization techniques. By including simulation, simheuristics extend the capabilities of metaheuristics to deal with stochastic problems. A series of computational experiments are performed to test our solving approach as well as to analyse the effect of uncertainty on the routing plans. |
Drets: |
Aquest document està subjecte a una llicència d'ús Creative Commons. Es permet la reproducció total o parcial, la distribució, i la comunicació pública de l'obra, sempre que no sigui amb finalitats comercials, i sempre que es reconegui l'autoria de l'obra original. No es permet la creació d'obres derivades.  |
Llengua: |
Anglès |
Document: |
article ; recerca ; publishedVersion |
Matèria: |
Vehicle routing problem ;
Electric vehicles ;
Green transport and logistics ;
Smart cities ;
Simheuristics ;
Biased-randomized heuristics |
Publicat a: |
SORT : statistics and operations research transactions, Vol. 43 Núm. 1 (January-June 2019) , p. 3-24 (Articles) , ISSN 2013-8830 |
Adreça original: https://www.raco.cat/index.php/SORT/article/view/356179
DOI: 10.2436/20.8080.02.77
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Registre creat el 2019-06-18, darrera modificació el 2020-08-30