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Authors: Arman Noroozian ; Koen V. Hindriks and Catholijn M. Jonker

Affiliation: Delft University of Technology, Netherlands

ISBN: 978-989-758-016-1

Keyword(s): Simulation, Heterogeneity, Mixed Traffic, Cognitive Driver Agent, Scalability.

Related Ontology Subjects/Areas/Topics: Agent Platforms and Interoperability ; Agents ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Bioinformatics ; Biomedical Engineering ; Distributed and Mobile Software Systems ; Enterprise Information Systems ; Information Systems Analysis and Specification ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Methodologies and Technologies ; Multi-Agent Systems ; Operational Research ; Simulation ; Software Engineering ; Symbolic Systems

Abstract: Every driver behaves differently in traffic. However, when it comes to micro-simulation of drivers with a high level of detail no framework manages to model the complexities of various driving styles as well as scale up to larger simulations. We propose a framework of micro-simulation combined with cognitive agents to facilitate such simulation tasks. Our goal is to (i) model individual drivers, and (ii) use this framework for the purpose of simulating realistic highway traffic with heterogeneous driving styles. The challenge is therefore to create a framework that facilitates such complex modeling and supports large scale simulations. We evaluate the framework from two perspectives. First, the ability to represent, model and simulate dissimilar drivers in addition to study and compare emerging behavior. Second, the scalability of the framework. We report on our experiences with the framework, outline several challenges and identify future areas for development.

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Paper citation in several formats:
Noroozian A., V. Hindriks K. and M. Jonker C. (2014). Towards Simulating Heterogeneous Drivers with Cognitive Agents.In Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, ISBN 978-989-758-016-1, pages 147-155. DOI: 10.5220/0004815601470155

@conference{icaart14,
author={Arman Noroozian and Koen {V. Hindriks} and Catholijn {M. Jonker}},
title={Towards Simulating Heterogeneous Drivers with Cognitive Agents},
booktitle={Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2014},
pages={147-155},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004815601470155},
isbn={978-989-758-016-1},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,
TI - Towards Simulating Heterogeneous Drivers with Cognitive Agents
SN - 978-989-758-016-1
AU - Noroozian A.
AU - V. Hindriks K.
AU - M. Jonker C.
PY - 2014
SP - 147
EP - 155
DO - 10.5220/0004815601470155

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