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Authors: Vishnu Mohan ; Anirudh Potturi and Munehiro Fukuda

Affiliation: Division of Computing and Software Systems, University of Washington Bothell, U.S.A.

Keyword(s): ABM, Agent Migration, Data Structures, Data Analysis, Parallel Computing.

Abstract: In contrast to conventional data streaming, we take an agent-based approach where a large number of reactive agents collaboratively analyze attributes or shapes of distributed data structures that are mapped over a cluster system. Our approach benefits distributed graph database and GIS as agents are dispatched to data of interest and navigate over nearby structured data for further exploration and exploitation. The successful key to this approach is how to code agent propagation, forking, and flocking over data structures. We automated such agent migration in our MASS (multi-agent spatial simulation) library and wrote four benchmark programs with these migration functions. The benchmarks include breadth-first search, triangle counting, range search, and closet pair of points in space. This paper demonstrates improvements of parallel performance with the automated migration and presents our programmability comparison with Repast Simphony.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Mohan, V.; Potturi, A. and Fukuda, M. (2023). Automated Agent Migration over Distributed Data Structures. In Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART; ISBN 978-989-758-623-1; ISSN 2184-433X, SciTePress, pages 363-371. DOI: 10.5220/0011784500003393

@conference{icaart23,
author={Vishnu Mohan. and Anirudh Potturi. and Munehiro Fukuda.},
title={Automated Agent Migration over Distributed Data Structures},
booktitle={Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART},
year={2023},
pages={363-371},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011784500003393},
isbn={978-989-758-623-1},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART
TI - Automated Agent Migration over Distributed Data Structures
SN - 978-989-758-623-1
IS - 2184-433X
AU - Mohan, V.
AU - Potturi, A.
AU - Fukuda, M.
PY - 2023
SP - 363
EP - 371
DO - 10.5220/0011784500003393
PB - SciTePress