Evidence map›Paper›PMID 42505546›Full record

ArticleBiomimetics (Basel, Switzerland)2026

Wolf-Pack-Inspired Distributed Encirclement for UAV-USV Systems via Visual Connectivity Preservation.

Jinheng Xiao, Shihan Kong, Jinan Sun, Yingnan Li, Fang Wu, Junzhi Yu

Abstract read
In one paragraph

Article in Biomimetics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Jinheng XiaoSchool of Aerospace Engineering, Beijing Institute of Technology, Beijing 100081, China.
Shihan KongThe State Key Laboratory for Turbulence and Complex Systems, School of Advanced Manufacturing and Robotics, Peking University, Beijing 100871, China.ORCID 0000-0002-6714-1313
Jinan SunNational Engineering Research Center for Software Engineering, Peking University, Beijing 100871, China.
Yingnan LiSPIC Nuclear Energy Co., Ltd., Yantai 100088, China.
Fang WuSPIC Nuclear Energy Co., Ltd., Yantai 100088, China.
Junzhi YuThe State Key Laboratory for Turbulence and Complex Systems, School of Advanced Manufacturing and Robotics, Peking University, Beijing 100871, China.ORCID 0000-0002-6347-572X

Funding

Beijing Natural Science Foundation Grant 4242038National Natural Science Foundation of China Grant 62573007, Grant 62533014, Grant 62433021, and Grant 62533001
6 · The paper itself

Abstract

This paper presents a wolf-pack-inspired distributed encirclement framework for heterogeneous unmanned aerial vehicle-unmanned surface vehicle (UAV-USV) teams operating with limited communication and intermittent visual sensing. The proposed growth-based visual connectivity encirclement (GB-VCE) method separates high-level role evolution from low-level motion execution. Each agent accumulates local evidence from target observation, visual connectivity contribution, motion stability, and platform characteristics, enabling smooth transitions among leader, relay, searcher, and encircler roles. Visual links and relay relations are treated as coordination resources rather than auxiliary sensing constraints, allowing target-related information to propagate through the team without centralized fusion or persistent all-to-all communication. Simulations with paired random seeds show that GB-VCE improves encirclement accuracy, target-information coverage, convergence consistency, and heterogeneous role complementarity compared with fixed-role, static-leader, UAV-only, and USV-only baselines. The results indicate that biomimetic role growth and visual connectivity preservation provide an interpretable and robust coordination principle for air-sea cooperative encirclement.

Indexed as

biological coordinationcommunication-constrained environmentsdistributed encirclementheterogeneous UAV–USV systemsvisual connectivity preservationwolf-pack predation

Identifiers

PMID42505546
PMCPMC13406351

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Registered trials

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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.