Title | ||
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Superadditive effect of multi-robot coordination in the exploration of unknown environments via stigmergy. |
Abstract | ||
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We propose a simple yet efficient way of coordinating multiple homogeneous robots in the exploration of unknown environments. A guided probabilistic exploration of an unknown environment is achieved via combining random movement with pheromone-based stigmergic guidance. The emergent strategy is shown to provide a scalable solution to multi-robot coordination for the area exploration task, with a faster than linear speed-up with the addition of new robots. We utilize an approach to evaluating the desired exploration behavior that emphasizes “surveying” rather than “scanning” the environment. We analyze the emergent exploration strategies and demonstrate their effectiveness in higher complexity environments. |
Year | DOI | Venue |
---|---|---|
2015 | 10.1016/j.neucom.2012.07.062 | Neurocomputing |
Keywords | Field | DocType |
Stigmergy,Pheromones,Swarm robotics,Exploration,Multi-robot coordination | Superadditivity,Homogeneous,Artificial intelligence,Probabilistic logic,Robot,Stigmergy,Mathematics,Machine learning,Swarm robotics,Scalability | Journal |
Volume | ISSN | Citations |
148 | 0925-2312 | 5 |
PageRank | References | Authors |
0.44 | 11 | 3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Tüze Kuyucu | 1 | 39 | 5.64 |
Ivan Tanev | 2 | 278 | 46.51 |
Katsunori Shimohara | 3 | 327 | 106.53 |