Quorum sensing is a key mechanism enabling coordinated behaviour in populations of autonomous agents, and is extensively stud- ied in biological systems spanning from bacteria populations to social insects. In swarm robotics too, quorum sensing aroused much interest, but remained mostly constrained to the implementation of collective deci- sions. Here, we propose protocols to estimate the quorum level that are suitable for resource-constrained robots, and evaluate the precision and speed of the quorum assessment across a large spectrum of swarm state conditions. Through systematic experimentation, we evaluate the pro- posed protocols for different swarm densities and working area sizes. Our findings shed light on the trade-off between computational requirements and expected performance, aiding in the selection of appropriate quorum sensing protocols for future swarm robotics research.
Minimalist Protocols for Quorum Sensing in Robot Swarms / Oddi, Fabio; Reina, Andreagiovanni; Trianni, Vito. - 14987:(2024), pp. 141-154. (Intervento presentato al convegno 14th International Conference, ANTS 2024 tenutosi a Konstanz; Germany) [10.1007/978-3-031-70932-6_11].
Minimalist Protocols for Quorum Sensing in Robot Swarms
Fabio Oddi
Primo
;
2024
Abstract
Quorum sensing is a key mechanism enabling coordinated behaviour in populations of autonomous agents, and is extensively stud- ied in biological systems spanning from bacteria populations to social insects. In swarm robotics too, quorum sensing aroused much interest, but remained mostly constrained to the implementation of collective deci- sions. Here, we propose protocols to estimate the quorum level that are suitable for resource-constrained robots, and evaluate the precision and speed of the quorum assessment across a large spectrum of swarm state conditions. Through systematic experimentation, we evaluate the pro- posed protocols for different swarm densities and working area sizes. Our findings shed light on the trade-off between computational requirements and expected performance, aiding in the selection of appropriate quorum sensing protocols for future swarm robotics research.File | Dimensione | Formato | |
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Note: Evaluation of minimalist protocols for quorum sensing problems in swarm robotics
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