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2018 | OriginalPaper | Chapter

Solving the Open-Path Asymmetric Green Traveling Salesman Problem in a Realistic Urban Environment

Authors : Eneko Osaba, Javier Del Ser, Andres Iglesias, Miren Nekane Bilbao, Iztok Fister Jr., Iztok Fister, Akemi Galvez

Published in: Intelligent Distributed Computing XII

Publisher: Springer International Publishing

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Abstract

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 \(CO_2\) 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.

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Metadata
Title
Solving the Open-Path Asymmetric Green Traveling Salesman Problem in a Realistic Urban Environment
Authors
Eneko Osaba
Javier Del Ser
Andres Iglesias
Miren Nekane Bilbao
Iztok Fister Jr.
Iztok Fister
Akemi Galvez
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-99626-4_16

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