Stable Social Foraging Swarms in a Noisy Environment
- 14 January 2004
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Automatic Control
- Vol. 49 (1), 30-44
- https://doi.org/10.1109/tac.2003.821416
Abstract
Bacteria, bees, and birds often work together in groups to find food. A group of robots can be designed to coordinate their activities to search for and collect objects. Networked cooperative uninhabited autonomous vehicles are being developed for commercial and military applications. Suppose that we refer to all such groups of entities as "social foraging swarms". In order for such multiagent systems to succeed it is often critical that they can both maintain cohesive behaviors and appropriately respond to environmental stimuli (e.g., by optimizing the acquisition of nutrients in foraging for food). In this paper, we characterize swarm cohesiveness as a stability property and use a Lyapunov approach to develop conditions under which local agent actions will lead to cohesive foraging even in the presence of "noise" characterized by uncertainty on sensing other agent's position and velocity, and in sensing nutrients that each agent is foraging for. The results quantify earlier claims that social foraging is in a certain sense superior to individual foraging when noise is present, and provide clear connections between local agent-agent interactions and emergent group behavior. Moreover, the simulations show that very complicated but orderly group behaviors, reminiscent of those seen in biology, emerge in the presence of noise.Keywords
This publication has 16 references indexed in Scilit:
- Stability Analysis of Social Foraging SwarmsIEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 2004
- A class of attraction/repulsion functions for stable swarm aggregationsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2003
- Vehicle networks for gradient descent in a sampled environmentPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2003
- Virtual leaders, artificial potentials and coordinated control of groupsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2003
- Stability analysis of swarmsIEEE Transactions on Automatic Control, 2003
- Stability analysis of M-dimensional asynchronous swarms with a fixed communication topologyIEEE Transactions on Automatic Control, 2003
- Biomimicry of Social Foraging Bacteria for Distributed Optimization: Models, Principles, and Emergent BehaviorsJournal of Optimization Theory and Applications, 2002
- Stability of a one-dimensional discrete-time asynchronous swarmPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Distributed Anonymous Mobile Robots: Formation of Geometric PatternsSIAM Journal on Computing, 1999
- Schooling as a strategy for taxis in a noisy environmentEvolutionary Ecology, 1998