Multi-objective design of time-constrained bike routes using bio-inspired meta-heuristics

Eneko Osaba*, Javier Del Ser, Miren Nekane Bilbao, Pedro Lopez-Garcia, Antonio J. Nebro

*Autor correspondiente de este trabajo

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

5 Citas (Scopus)

Resumen

This paper focuses on the design and implementation of a bike route optimization approach based on multi-objective bio-inspired heuristic solvers. The objective of this approach is to produce a set of Pareto-optimal bike routes that balance the trade-off between the length of the route and its safety level, the latter blending together the slope of the different street segments encompassing the route and their average road velocity. Additionally, an upper and lower restriction is imposed on the time taken to traverse the route, so that the overall system can be utilized for planning bike rides during free leisure time gaps. Instead of designing a discrete route encoding strategy suitable for heuristic operators, this work leverages a proxy software – Open Trip Planner, OTP – capable of computing routes based on three user-level preference factors (i.e. safety, inclination and duration), which eases the adoption of off-the-shelf multi-objective solvers. The system has been assessed in a realistic simulation environments over the city of Bilbao (Spain) using multi-objective bio-inspired approaches. The obtained results are promising, with route sets trading differently distance for safety of utmost utility for bike users to exploit fully their leisure time.

Idioma originalInglés
Título de la publicación alojadaBioinspired Optimization Methods and Their Applications - 8th International Conference, BIOMA 2018, Proceedings
EditoresNouredine Melab, Peter Korosec, El-Ghazali Talbi
EditorialSpringer Verlag
Páginas197-210
Número de páginas14
ISBN (versión impresa)9783319916408
DOI
EstadoPublicada - 2018
Evento8th International Conference on Bioinspired Optimization Methods and Their Applications, BIOMA 2018 - Paris, Francia
Duración: 16 may 201818 may 2018

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen10835 LNCS
ISSN (versión impresa)0302-9743
ISSN (versión digital)1611-3349

Conferencia

Conferencia8th International Conference on Bioinspired Optimization Methods and Their Applications, BIOMA 2018
País/TerritorioFrancia
CiudadParis
Período16/05/1818/05/18

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