Hoverd, Tim and Stepney, Susan orcid.org/0000-0003-3146-5401 (2015) Environment Orientation : a structured simulation approach for agent-based complex systems. Natural Computing. pp. 83-97. ISSN 1567-7818
Abstract
Complex systems are collections of independent agents interacting with each other and with their environment to produce emergent behaviour. Agent-based computer simulation is one of the main ways of studying complex systems. A naive approach to such simulation can fare poorly, due to large communication overhead, and due to the scope for deadlock between the interacting agents sharing a computational platform. Agent interaction can instead be considered entirely from the point of view of the environment(s) within which the agents interact. Structuring a simulation using such Environment Orientation leads to a simulation that reduces communication overhead, that is effectively deadlock-free, and yet still behaves in the manner required. Additionally the Environment Orientation architecture eases the development of more sophisticated large-scale simulations, with multiple kinds of complex agents, situated in and interacting with multiple kinds of environments. We describe the Environment Orientation simulation architecture. We report on a number of experiments that demonstrate the effectiveness of the Environment Orientation approach: a simple flocking system, a flocking system with multiple sensory environments, and a flocking system in an external environment.
Metadata
Authors/Creators: |
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Copyright, Publisher and Additional Information: | (c) Springer Science+Business Media Dordrecht 2014. This is an author produced version of a paper published in Natural Computing. Uploaded in accordance with the publisher's self-archiving policy. | ||||||
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Institution: | The University of York | ||||||
Academic Units: | The University of York > Faculty of Sciences (York) > Computer Science (York) | ||||||
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Depositing User: | Pure (York) | ||||||
Date Deposited: | 19 Oct 2015 15:45 | ||||||
Last Modified: | 07 Dec 2022 10:04 | ||||||
Published Version: | https://doi.org/10.1007/s11047-014-9449-2 | ||||||
Status: | Published | ||||||
Refereed: | Yes | ||||||
Identification Number: | https://doi.org/10.1007/s11047-014-9449-2 |