Evidence map›Paper›PMID 37464802›Full record

ArticleJournal of the Royal Society, Interface2023

Exploring the criticality hypothesis using programmable swarm robots with Vicsek-like interactions.

Xiaokang Lei, Yalun Xiang, Mengyuan Duan, Xingguang Peng

Abstract read
In one paragraph

Article in Journal of the Royal Society, Interface, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Xiaokang LeiCollege of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, People's Republic of China.ORCID 0000-0003-0517-6606
Yalun XiangCollege of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, People's Republic of China.ORCID 0000-0002-4361-6847
Mengyuan DuanCollege of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, People's Republic of China.ORCID 0009-0007-4392-2661
Xingguang PengSchool of Marine Science and Technology, Northwestern Polytechnical University, Xi'an 710072, People's Republic of China.ORCID 0000-0001-8483-5432

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A widely mentioned but not experimentally confirmed view (known as the 'criticality hypothesis') argues that biological swarm systems gain optimal responsiveness to perturbations and information processing capabilities by operating near the critical state where an ordered-to-disordered state transition occurs. However, various factors can induce the ordered-disordered transition, and the explicit relationship between these factors and the criticality is still unclear. Here, we present an experimental validation for the criticality hypothesis by employing real programmable swarm-robotic systems (up to 50 robots) governed by Vicsek-like interactions, subject to time-varying stimulus-response and hazard avoidance. We find that (i) not all ordered-disordered motion transitions correspond to the functional advantages for groups; (ii) collective response of groups is maximized near the critical state induced by alignment weight or scale rather than noise and other non-alignment factors; and (iii) those non-alignment factors act to highlight the functional advantages of alignment-induced criticality. These results suggest that the adjustability of velocity or directional coupling between individuals plays an essential role in the acquisition of maximizing collective response by criticality. Our results contribute to understanding the adjustment strategies of animal interactions from a perspective of criticality and provide insights into the design and control of swarm robotics.

Indexed as

RoboticsAnimalsComputer Simulationalignmentcollective responsecriticalityordered–disordered motion transitionself-organizationswarm robots

Identifiers

PMID37464802
PMCPMC10354469

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.