The role of heterogeneity in autonomous perimeter defense problems

When is heterogeneity in the composition of an autonomous robotic team beneficial and when is it detrimental? We investigate and answer this question in the context of a minimally viable model that examines the role of heterogeneous speeds in perimeter defense problems, where defenders share a total...

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Veröffentlicht in:The International journal of robotics research 2024-08, Vol.43 (9), p.1363-1381
Hauptverfasser: Adler, Aviv, Mickelin, Oscar, Ramachandran, Ragesh K., Sukhatme, Gaurav S., Karaman, Sertac
Format: Artikel
Sprache:eng
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Zusammenfassung:When is heterogeneity in the composition of an autonomous robotic team beneficial and when is it detrimental? We investigate and answer this question in the context of a minimally viable model that examines the role of heterogeneous speeds in perimeter defense problems, where defenders share a total allocated speed budget. We consider two distinct problem settings and develop strategies based on dynamic programming and on local interaction rules. We present a theoretical analysis of both approaches and our results are extensively validated using simulations. Interestingly, our results demonstrate that the viability of heterogeneous teams depends on the amount of information available to the defenders. Moreover, our results suggest a universality property: across a wide range of problem parameters the optimal ratio of the speeds of the defenders remains nearly constant.
ISSN:0278-3649
1741-3176
DOI:10.1177/02783649241237544