Solving the open-path asymmetric green traveling salesman problem in a realistic urban environment

Eneko Osaba*, Javier Del Ser, Andres Iglesias, Miren Nekane Bilbao, Iztok Fister, Iztok Fister, Akemi Galvez

*Autor correspondiente de este trabajo

Producción científica: Capítulo del libro/informe/acta de congresoCapítulorevisión exhaustiva

6 Citas (Scopus)

Resumen

In this paper, a driving route planning system for multi-point routes is designed and developed. The routing problem has modeled as an Open-Path and Asymmetric Green Traveling Salesman Problem (OAG-TSP). The main objective of the proposed OAG-TSP is to find a route between a fixed origin and destination, visiting a group of intermediate points exactly once, minimizing the CO2 emitted by the car and the total distance traveled. Thus, the developed transportation problem is a complex and multi-attribute variant of the well-known TSP. For its efficient solving, three classic meta-heuristics have been used: Simulated Annealing, Tabu Search and Variable Neighborhood Search. These approaches have been chosen for its easy adaptation and rapid execution times, something appreciated in this kind of real-world systems. The system developed has been built in a realistic simulation environment, using the open source framework Open Trip Planner. Additionally, three heterogeneous scenarios have been studied in three different cities of the Basque Country (Spain): Bilbao, Gazteiz and Donostia. Obtained results conclude that the most promising technique for solving this problem is the Simulated Annealing. The statistical significance of these findings is confirmed by the results of a Friedman’s non-parametric test.

Idioma originalInglés
Título de la publicación alojadaStudies in Computational Intelligence
EditorialSpringer Verlag
Páginas181-191
Número de páginas11
DOI
EstadoPublicada - 2018

Serie de la publicación

NombreStudies in Computational Intelligence
Volumen798
ISSN (versión impresa)1860-949X

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