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Trophallaxis with predetermined energy threshold for enhanced performance in swarms of scavenger robots

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Abstract

We present an agent-based simulation of a group of robots that source their energy from their surrounding environment. The robots forage their energy from localised sources, distributed in their surrounding environment and share energy with each other through “trophallaxis”. We investigate the effect of energy loss during energy transfer by considering two model configurations. In the first configuration, neighbouring pairs of robots shared the sum of their combined energy equally, at each time-step, without considering the energy levels of each robot. In contrast, in the second configuration, only donor and recipient robots averaged their energy. The roles of donor and recipient were defined by predetermined energy thresholds. Levy walk behaviour was employed to improve foraging ability. The results show that bio-inspired trophallaxis and Levy walk enhances the performance of the groups of scavenger robots. Our results indicate that trophallaxis is particularly effective considering energy loss during energy transfer. This suggests us the possibility to apply the trophallaxis models to the real robot systems where energy loss occurs during energy transfer.

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References

  1. Greenwald E, Segre E, Feinerman O (2015) Simultaneous measurement of interaction patterns and food dissemination. Sci Rep 5:12496

    Article  Google Scholar 

  2. Witkowski M (2007) Energy sharing for swarms modeled on the common vampire bat. Adapt Behav 15(3):307–328

    Article  Google Scholar 

  3. Camazine S, Crailsheim K, Hrassnigg N, Robinson GE, Leonhard B, Kropiunigg H (1998) Protein trophallaxis and the regulation of pollen foraging by honey bees (Apis mellifera L.). Apidologie 29:113–126

    Article  Google Scholar 

  4. Holldobler B, Wilson EO (1990) The ants. Belknap Press of Harvard University Press, Cambrige

    Book  Google Scholar 

  5. Moritz RFA, Hallmen M (1986) Trophallaxis of worker honeybees (Apis mellifera L.) of different ages. Insectes Sociaus 33:26–31

    Article  Google Scholar 

  6. Melhuish C, Kubo M (2007) Collective energy distribution: maintaining the energy balance in distributed autonomous robots using trophallaxis. Distrib Auton Robot Syst 6:275–284

    MATH  Google Scholar 

  7. Ngo TD, Schiler H (2008) Truly autonomous robots: hardware design for an energy trophallactic robot. Artif Life Robot 12:335–345

    Article  Google Scholar 

  8. Wilkinson S (2001) Hungry for success-future directions in gastrobotics research. Ind Robot Int J 28(3):213–219

    Article  Google Scholar 

  9. Ieropoulos I, Greenman J, Melhuish C. R, Horsfield I (2010) EcoBot-III: a robot with guts. In: The 12th international conference on the synthesis and simulation of living systems, pp 733–740

  10. Melhuish C, Ieropoulos I, Greenman J (2006) Energetically autonomous robots: food for thought. Auton Robots 21:187–198

    Article  Google Scholar 

  11. Cole BJ (1995) Fractal time in animal behavior: the movement activity of Drosophila. Anim Behav 50:1317–1324

    Article  Google Scholar 

  12. Viswanathan GM, Bartumeus F, Buldyrev SV, Catalan J, Fulco UL, Havlin S, da Luz MGE, Lyra ML, Raposo EP, Stanley HE (2002) Lvy flight random searches in biological phenomena. Phys A 314:208–213

    Article  MathSciNet  Google Scholar 

  13. Bartumeus F, Catalan J, Fulco UL, Lyra ML, Viswanathan GM (2002) Optimizing the encounter rate in biological interactions: Levy versus Brownian strategies. Phys Rev Lett 88:097901

    Article  Google Scholar 

  14. Nurzaman SG, Matsumoto Y, Nakamura Y, Koizumi S, Ishiguro H (2009) Biologically inspired adaptive mobile robot search with and without gradient sensing. In: 2009 IEEE/RSJ international conference on intelligent robots and systems, pp 142–147

  15. Fujisawa R, Dobata S (2013) Levy walk enhances efficiency of group foraging in pheromone communicating swarm robots. In: Symposium on system integration, pp 808–813

  16. Sutantyo DK, Kernbach S, Nepomnyashchikh VA, Levi P (2010) Multi-robot searching algorithm using Levy flight and artificial potential field. In: IEEE international workshop on safety security and rescue robotics

  17. Kubo M, Melhuish C (2004) Robot trophallaxis: managing energy autonomy in multiple robots. In: Proceedings of towards autonomous robotics system, pp 77-84

  18. Philamore H, Moonjaita C, Matsuno F (2017) Trophallaxis for group energy distribution in swarms of scavenger robots. In: The 2nd international symposium on swarm behavior and bio-inspired robotics

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Authors and Affiliations

  1. Department of Mechanical Engineering and Science, Graduate School of Engineering, Kyoto University, Kyoto, Japan

    Choladawan Moonjaita, Hemma Philamore & Fumitoshi Matsuno

Authors
  1. Choladawan Moonjaita
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  2. Hemma Philamore
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  3. Fumitoshi Matsuno
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Corresponding author

Correspondence to Choladawan Moonjaita.

Additional information

This work was presented in part at the 2nd International Symposium on Swarm Behavior and Bio-Inspired Robotics, Kyoto, October 29–November 1, 2017.

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Moonjaita, C., Philamore, H. & Matsuno, F. Trophallaxis with predetermined energy threshold for enhanced performance in swarms of scavenger robots. Artif Life Robotics 23, 609–617 (2018). https://doi.org/10.1007/s10015-018-0497-z

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  • DOI: https://doi.org/10.1007/s10015-018-0497-z

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