Cue-based aggregation with a mobile robot swarm: a novel fuzzy-based method

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Date

2014

Journal Title

Journal ISSN

Volume Title

Publisher

Sage Publications Ltd

Open Access Color

Green Open Access

Yes

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No
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Top 10%
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Top 10%
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Top 10%

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Abstract

Aggregation in swarm robotics is referred to as the gathering of spatially distributed robots into a single aggregate. Aggregation can be classified as cue-based or self-organized. In cue-based aggregation, there is a cue in the environment that points to the aggregation area, whereas in self-organized aggregation no cue is present. In this paper, we proposed a novel fuzzy-based method for cue-based aggregation based on the state-of-the-art BEECLUST algorithm. In particular, we proposed three different methods: naive, that uses a deterministic decision-making mechanism; vector-averaging, using a vectorial summation of all perceived inputs; and fuzzy, that uses a fuzzy logic controller. We used different experiment settings: one-source and two-source environments with static and dynamic conditions to compare all the methods. We observed that the fuzzy method outperformed all the other methods and it is the most robust method against noise.

Description

Turgut, Ali Emre/0000-0002-9837-1007; Bellotto, Nicola/0000-0001-7950-9608; Arvin, Farshad/0000-0001-7950-3193; Yue, Shigang/0000-0002-1899-6307

Keywords

Swarm robotics, self-organization, collective behaviour, cue-based aggregation, fuzzy logic, 330, Swarm robotics, I100 - Computer science, collective behaviour, self-organization, 004, Aggregation, collective behaviour; cue-based aggregation; fuzzy logic; self-organization; Swarm robotics, H671 - Robotics, I490 - Artificial intelligence not elsewhere classified, cue-based aggregation, JCNotOpen, fuzzy logic, Swarm Robotics

Turkish CoHE Thesis Center URL

Fields of Science

0209 industrial biotechnology, 02 engineering and technology, 0202 electrical engineering, electronic engineering, information engineering

Citation

WoS Q

Q2

Scopus Q

Q3
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OpenCitations Citation Count
56

Source

Adaptive Behavior

Volume

22

Issue

3

Start Page

189

End Page

206

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Citations

CrossRef : 57

Scopus : 63

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Mendeley Readers : 47

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