Automated Agent Migration over Distributed Data Structures

Vishnu Mohan, Anirudh Potturi, Munehiro Fukuda

2023

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.

Paper Citation

in Harvard Style

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, pages 363-371. DOI: 10.5220/0011784500003393

in Bibtex Style

@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},
}

in EndNote Style

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
AU - Mohan V.
AU - Potturi A.
AU - Fukuda M.
PY - 2023
SP - 363
EP - 371
DO - 10.5220/0011784500003393