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Erschienen in: Swarm Intelligence 1/2016

02.01.2016

Adaptive foraging for simulated and real robotic swarms: the dynamical response threshold approach

verfasst von: Eduardo Castello, Tomoyuki Yamamoto, Fabio Dalla Libera, Wenguo Liu, Alan F. T. Winfield, Yutaka Nakamura, Hiroshi Ishiguro

Erschienen in: Swarm Intelligence | Ausgabe 1/2016

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Abstract

Developing self-organised swarm systems capable of adapting to environmental changes as well as to dynamic situations is a complex challenge. An efficient labour division model, with the ability to regulate the distribution of work among swarm robots, is an important element of this kind of system. This paper extends the popular response threshold model and proposes a new adaptive response threshold model (ARTM). Experiments were carried out in simulation and in real-robot scenarios with the aim of studying the performance of this new adaptive model. Results presented in this paper verify that the extended approach improves on the adaptability of previous systems. For example, by reducing collision duration among robots in foraging missions, our approach helps small swarms of robots to adapt more efficiently to changing environments, thus increasing their self-sustainability (survival rate). Finally, we propose a minimal version of ARTM, which is derived from the conclusions drawn through real-robot and simulation results.

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Fußnoten
1
The response curve corresponds to the plot of the response probability \(P_{f}\) as a function of the stimulus \(S_{(t)}\).
 
2
Sum of the heights equal to 1
 
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Metadaten
Titel
Adaptive foraging for simulated and real robotic swarms: the dynamical response threshold approach
verfasst von
Eduardo Castello
Tomoyuki Yamamoto
Fabio Dalla Libera
Wenguo Liu
Alan F. T. Winfield
Yutaka Nakamura
Hiroshi Ishiguro
Publikationsdatum
02.01.2016
Verlag
Springer US
Erschienen in
Swarm Intelligence / Ausgabe 1/2016
Print ISSN: 1935-3812
Elektronische ISSN: 1935-3820
DOI
https://doi.org/10.1007/s11721-015-0117-7