Improving the Scalability of Automated Planning-based Vehicle Routing via Smart Routes Identification

Matyáš Švadlenka, Lukáš Chrpa, Mauro Vallati

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Citations (Scopus)

Abstract

Due to growing urbanisation, traffic infrastructures have to accommodate increasing demands of traffic volume. One promising way for supporting a better exploitation of traffic networks is vehicle routing, that can distribute traffic from congested links to under utilised ones. Automated Planning techniques, a research field of Artificial Intelligence, have demonstrated to be a suitable approach for performing effective centralised traffic distribution. However, a main weakness of this class of approaches is the limited scalability to large and complex networks. In this paper, we aim to improve the scalability of automated planning techniques for urban traffic distribution by introducing an approach for the identification of routes to be considered. The proposed technique can significantly improve the planning capabilities by simplifying the complexity of the urban network to be considered, as demonstrated by our extensive experimental analysis performed on realistic traffic data on part of the New York and Sydney urban areas.
Original languageEnglish
Title of host publication2023 8th International Conference on Models and Technologies for Intelligent Transportation Systems, MT-ITS 2023
PublisherIEEE
Number of pages6
ISBN (Electronic)9781665455305
ISBN (Print)9781665455312
DOIs
Publication statusPublished - 11 Sep 2023
Event8th International Conference on Models and Technologies for Intelligent Transportation Systems - Holiday Inn ‘Port Saint Laurent’ hotel , Nice, France
Duration: 14 Jun 202316 Jun 2023
Conference number: 8
https://mt-its2023.eurecom.fr/

Conference

Conference8th International Conference on Models and Technologies for Intelligent Transportation Systems
Abbreviated titleMT-ITS 2023
Country/TerritoryFrance
CityNice
Period14/06/2316/06/23
Internet address

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