Evidence map›Paper›PMID 42891010›Full record

ArticleCyborg and bionic systems (Washington, D.C.)2026

Birdlike Takeoff Strategies Enabled by Flapping-Pitch Effect in a Meter-Scale Flapping-Wing Robot.

Haoyu Wang, Siping Zhong, Yihang Shi, Zhenkun Gong, Jizhou Jiang, Zihao Wei, Erzhen Pan, Junzhi Yu, Wenfu Xu

Abstract read
In one paragraph

Article in Cyborg and bionic systems (Washington, D.C.), 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

9 authors.

Haoyu WangSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518052, China.ORCID https://orcid.org/0009-0002-2074-1909
Siping ZhongSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518052, China.
Yihang ShiSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518052, China.
Zhenkun GongSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518052, China.
Jizhou JiangSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518052, China.
Zihao WeiSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518052, China.
Erzhen PanSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518052, China.
Junzhi YuState Key Laboratory for Turbulence and Complex Systems, Department of Advanced Manufacturing and Robotics, College of Engineering, Peking University, Beijing 100871, China.
Wenfu XuSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518052, China.ORCID https://orcid.org/0000-0001-8218-6061

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The takeoff strategy in birds involves a fundamental trade-off between acceleration and climb, yet its physical consequences are difficult to isolate in biological experiments. Here, we develop a meter-scale flapping-wing robot for controlled investigation of takeoff strategies. We show that a flapping-pitch effect, arising from flapping kinematics and aeroelastic interactions, enables pitch modulation at low speeds where conventional control surfaces have limited authority. In parallel, we establish a lattice-Boltzmann-method (LBM)-based 2-way fluid-structure interaction (FSI) framework for the full-process simulation of flapping-wing takeoff. To the best of our knowledge, this is the first LBM-based 2-way FSI analysis that resolves the complete takeoff dynamics of a meter-scale flapping-wing robotic system. Under the tested conditions, the 15° low-angle strategy increased the total flight distance by 49% relative to that of the 65° strategy and reached a comparable altitude at the 3-s evaluation time. These results provide engineering-based physical evidence that may help interpret certain avian takeoff strategies and highlight the role of the flapping-pitch effect in low-speed flight control.

Identifiers

PMID42891010
PMCPMC13672962

What OpenQuestion holds

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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.