Distributed Autonomous Robotic Systems pp 139-151 | Cite as
Bio-inspired Role Allocation of Heterogeneous Teams in a Site Defense Task
Abstract
We consider here the use of heterogeneous UAV swarms to defend a high-value target. We gain inspiration from the guarding system used by colonies of Tetragonisca angustula bees, which uses both high-cost hovering guards and low-cost standing guards to protect within-nest resources from theft by their own and other species (con- and heterospecific invaders, respectively). Hovering guards discern heterospecifics from conspecifics, and standing guards discern conspecific invaders from nestmates. Using a value-based multi-agent simulation, we find that, when heterospecific invaders deduct much more value from the defended resources than conspecifics, a heterogeneous defense force preserves value most effectively. Consequently, when facing heterogeneous invaders, focus should be on building effective mixtures of heterogeneous defensive agents instead of enhancing capabilities of homogeneous robotic swarms. Our results also contribute to better understanding T. angustula’s guarding system.
Notes
Acknowledgements
This work was supported by DARPA under the Bio-Inspired Swarming seedling project, contract FA8651-17-F-1013.
The authors would like to thank Dr. Jon Harrison of Arizona State University (ASU) for his assistance in estimating T. angustula metabolic rates, and him, Meghan Duell (ASU), and Dr. David Roubik of the Smithsonian Tropical Research Institute for the raw data [6] used to make those estimations.
References
- 1.Baudier, K.M., Ostwald, M.M., Pavlic, T.P., Pratt, S.C., Fewell, J.H.: Guard specialization in group defensive tactics of the stingless bee Tetragonisca angustula (2018). in preparationGoogle Scholar
- 2.Bowden, R.M., Garry, M.F., Breed, M.D.: Discrimination of con- and heterospecific bees by Trigona (Tetragonisca) angustula guards. J. Kansas Entomol. Soc. 67(1), 137–139 (1994)Google Scholar
- 3.DeMarco, K., Squires, E.: SCRIMMAGE (Simulating Collaborative Robots In Massive Multi-Agent Game Execution), Aug 2017. https://www.scrimmagesim.org/
- 4.DeMarco, K., Squires, E., Day, M., Pippin, C.: Simulating collaborative robots in a massive multi-agent game environment (SCRIMMAGE). In: International Symposium on Distributed Autonomous Robotic Systems (2018)Google Scholar
- 5.Deutsch, H., Mabert, V.A.: Queueing theory and teller staffing; a successful application. Interfaces 10(5), 63–67 (1980)CrossRefGoogle Scholar
- 6.Duell, M.E., Roubik, D.W., Harrison, J.F.: Metabolic rate measurements of Tetragonisca angustula stingless bees, Jun 2017. Unpublished raw dataGoogle Scholar
- 7.Earl, M.G., D’Andrea, R.: Modeling and control of a multi-agent system using mixed integer linear programming. In: Proceedings of the 41st IEEE Conference on Decision and Control, 2002, vol. 1, pp. 107–111. IEEE, Dec 2002Google Scholar
- 8.Earl, M.G., D’Andrea, R.: A study in cooperative control: the RoboFlag drill. In: Proceedings of the 2002 American Control Conference (IEEE Cat. No.CH37301), vol. 3, pp. 1811–1812. IEEE (May 2002)Google Scholar
- 9.Emery, R., Sikorski, K., Balch, T.: Protocols for collaboration, coordination and dynamic role assignment in a robot team. In: Proceedings of the 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292), vol. 3, pp. 3008–3015 (2002)Google Scholar
- 10.Grüter, C., Kärcher, M.H., Ratnieks, F.L.W.: The natural history of nest defence in a stingless bee, Tetragonisca angustula (Latreille) (Hymenoptera: Apidae), with two distinct types of entrance guards. Neotropical Entomol. 40(1), 55–61 (2011)CrossRefGoogle Scholar
- 11.Grüter, C., Menezes, C., Imperatriz-Fonseca, V.L., Ratnieks, F.L.W.: A morphologically specialized soldier caste improves colony defense in a neotropical eusocial bee. Proc. Nat. Acad. Sci. 109(4), 1182–1186 (2012)CrossRefGoogle Scholar
- 12.Jernigan, C.M., Birgiolas, J., McHugh, C., Roubik, D.W., Wcislo, W.T., Smith, B.H.: Colony-level non-associative plasticity of alarm responses in the stingless honey bee Tetragonisca angustula. Behav. Ecol. Sociobiol. 72(3), 58 (2018)Google Scholar
- 13.Jones, S.M., van Zweden, J.S., Grüter, C., Menezes, C., Alves, D.A., Nunes-Silva, P., Czaczkes, T., Imperatriz-Fonseca, V.L., Ratnieks, F.L.W.: The role of wax and resin in the nestmate recognition system of a stingless bee Tetragonisca angustula. Behav. Ecol. Sociobiol. 66(1), 1–12 (2012)CrossRefGoogle Scholar
- 14.Kürcher, M.H., Ratnieks, F.L.W.: Standing and hovering guards of the stingless bee Tetragonisca angustula complement each other in entrance guarding and intruder recognition. J. Apic. Res. 48(3), 209–214 (2009)Google Scholar
- 15.Mabert, V.A.: A case study of encoder shift scheduling under uncertainty. Manag. Sci. 25(7), 623–631 (1979)CrossRefGoogle Scholar
- 16.Martinson, E., Arkin, R.C.: Learning to role-switch in multi-robot systems. In: 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422), vol. 2, pp. 2727–2734, Taipei, Taiwan, Sep 2003Google Scholar
- 17.Michener, C.D.: Notes on the habits of some Panamanian stingless bees (Hymenoptera, Apidæ). J. N. Y. Entomol. Soc. 54(3), 179–197 (1946). http://www.jstor.org/stable/25005167
- 18.Wittmann, D.: Aerial defense of the nest by workers of the stingless bee Trigona (Tetragonisca) angustula (Latreille) (Hymenoptera: Apidae). Behav. Ecol. Sociobiol. 16(2), 111–114 (1985)CrossRefGoogle Scholar
- 19.van Zweden, J.S., Grüter, C., Jones, S.M., Ratnieks, F.L.: Hovering guards of the stingless bee Tetragonisca angustula increase colony defensive perimeter as shown by intra-and inter-specific comparisons. Behav. Ecol. Sociobiol. 65(6), 1277–1282 (2011)Google Scholar