Dealing with mixed and non-normative traffic. An agent-based simulation with the GAMA platform
Arnaud Saval
(1)
,
Duc Pham Minh
(2, 3)
,
Kevin Chapuis
(4)
,
Pierrick Tranouez
(1)
,
Clément Caron
(5)
,
Éric Daudé
(5)
,
Patrick Taillandier
(2, 3, 6)
1
LITIS -
Laboratoire d'Informatique, du Traitement de l'Information et des Systèmes
2 UMMISCO - Unité de modélisation mathématique et informatique des systèmes complexes [Bondy]
3 Thuyloi University
4 UMR 228 Espace-Dev, Espace pour le développement
5 IDEES - Identité et Différenciation de l’Espace, de l’Environnement et des Sociétés
6 MIAT INRAE - Unité de Mathématiques et Informatique Appliquées de Toulouse
2 UMMISCO - Unité de modélisation mathématique et informatique des systèmes complexes [Bondy]
3 Thuyloi University
4 UMR 228 Espace-Dev, Espace pour le développement
5 IDEES - Identité et Différenciation de l’Espace, de l’Environnement et des Sociétés
6 MIAT INRAE - Unité de Mathématiques et Informatique Appliquées de Toulouse
Kevin Chapuis
- Fonction : Auteur
- PersonId : 1098758
- IdHAL : chapuis-kevin
Patrick Taillandier
- Fonction : Auteur
- PersonId : 735769
- IdHAL : patrick-taillandier
- ORCID : 0000-0003-2939-4827
- IdRef : 139610448
Résumé
Continuous improvement in computing power allowed for an increase of the scales micro-traffic models can be used at. Among them, agent-based frameworks are now appropriate for studying ordinary traffic conditions at city-scale, but remain difficult to adapt, especially for non-computer scientists, to more specific application contexts (e.g., car accidents, evacuation following a natural disaster), that require integrating particular behaviors for the agents. In this paper, we present a built-in model integrated into the GAMA open-source modeling and simulation platform, allowing the modeler to easily define traffic simulations with a detailed representation of the driver’s operational behaviors. In particular, it allows modelling road infrastructures and traffic signals, change of lanes by driver agents and less normative traffic mixing car and motorbike as in some South East Asian countries. Moreover, the model allows to carry out city-level simulations with tens of thousands of driver agents. An experiment carried out shows that the model can accurately reproduce the traffic in Hanoi, Vietnam.
Format du dépôt | Fichier |
---|---|
Type de dépôt | Article dans une revue |
Titre |
en
Dealing with mixed and non-normative traffic. An agent-based simulation with the GAMA platform
|
Résumé |
en
Continuous improvement in computing power allowed for an increase of the scales micro-traffic models can be used at. Among them, agent-based frameworks are now appropriate for studying ordinary traffic conditions at city-scale, but remain difficult to adapt, especially for non-computer scientists, to more specific application contexts (e.g., car accidents, evacuation following a natural disaster), that require integrating particular behaviors for the agents. In this paper, we present a built-in model integrated into the GAMA open-source modeling and simulation platform, allowing the modeler to easily define traffic simulations with a detailed representation of the driver’s operational behaviors. In particular, it allows modelling road infrastructures and traffic signals, change of lanes by driver agents and less normative traffic mixing car and motorbike as in some South East Asian countries. Moreover, the model allows to carry out city-level simulations with tens of thousands of driver agents. An experiment carried out shows that the model can accurately reproduce the traffic in Hanoi, Vietnam.
|
Auteur(s) |
Arnaud Saval
1
, Duc Pham Minh
2, 3
, Kevin Chapuis
4
, Pierrick Tranouez
1
, Clément Caron
5
, Éric Daudé
5
, Patrick Taillandier
2, 3, 6
1
LITIS -
Laboratoire d'Informatique, du Traitement de l'Information et des Systèmes
( 1088708 )
- Avenue de l'Université 76800 Saint-Étienne-du-Rouvray
- France
2
UMMISCO -
Unité de modélisation mathématique et informatique des systèmes complexes [Bondy]
( 541946 )
- IRD France Nord - 32 avenue Henri Varagnat - 93143 Bondy cedex
- France
3
Thuyloi University
( 534087 )
- Viêt Nam
4
UMR 228 Espace-Dev, Espace pour le développement
( 1100724 )
- IRD - Maison de la Télédétection - 500 rue Jean-François Breton - 34093 Montpellier
- France
5
IDEES -
Identité et Différenciation de l’Espace, de l’Environnement et des Sociétés
( 97036 )
- 7 Rue Thomas Becket 76821 Mont-Saint-Aignan Cedex
- France
6
MIAT INRAE -
Unité de Mathématiques et Informatique Appliquées de Toulouse
( 1002385 )
- Chemin de Borde Rouge, 31320 Castanet Tolosan
- France
|
Langue du document |
Anglais
|
Licence |
Paternité
|
Nom de la revue |
|
Public visé |
Scientifique
|
Date de publication |
2023-03-06
|
Volume |
18
|
Numéro |
3
|
Page/Identifiant |
e0281658
|
Version du document |
version éditeur
|
Vulgarisation |
Non
|
Comité de lecture |
Oui
|
Audience |
Internationale
|
Domaine(s) |
|
Projet(s) ANR |
|
DOI | 10.1371/journal.pone.0281658 |
Base Horizon | fdi:010087495 |
Pubmed Id | 36877691 |
UT key WOS | 000945977800001 |
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