Evidence map›Paper›PMID 42139336›Full record

ArticleScience advances2026

Fish-diversity-inspired multiple soft millirobot system with morphology-encoded selective control.

Zhengyuan Xin, Zhiqiang Zheng, Yaozhen Hou, Tao Sun, Qing Shi, Toshio Fukuda, Metin Sitti, Huaping Wang

Abstract read
In one paragraph

Article in Science advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

8 authors.

Zhengyuan XinKey Laboratory of Biomimetic Robots and Systems, Ministry of Education, Beijing Institute of Technology, Beijing 100081, China.ORCID 0009-0002-5053-701X
Zhiqiang ZhengDepartment of Biomedical Engineering, City University of Hong Kong, Hong Kong SAR 999077, China.ORCID 0000-0001-7077-5635
Yaozhen HouIntelligent Robotics Institute, School of Mechatronics Engineering, Beijing Institute of Technology, Beijing 100081, China.ORCID 0000-0002-9539-4713
Tao SunIntelligent Robotics Institute, School of Mechatronics Engineering, Beijing Institute of Technology, Beijing 100081, China.
Qing ShiIntelligent Robotics Institute, School of Mechatronics Engineering, Beijing Institute of Technology, Beijing 100081, China.ORCID 0000-0002-9914-7314
Toshio FukudaDepartment of Micro-Nano Systems Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi 464-8603, Japan.ORCID 0000-0002-3885-7152
Metin SittiPhysical Intelligence Department, Max Planck Institute for Intelligent Systems, Stuttgart 70569, Germany.ORCID 0000-0001-8249-3854
Huaping WangIntelligent Robotics Institute, School of Mechatronics Engineering, Beijing Institute of Technology, Beijing 100081, China.ORCID 0000-0001-8440-3402

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Marine ecosystems, particularly coral reef communities, reveal how morphological diversification in fish species facilitates specialized locomotion through evolutionary optimization of body-fin coordination and hydrodynamic adaptations. Inspired by these biomechanical principles, we developed a morphology-encoded patterned magnetic millirobot (MPMR), whose anterior-to-posterior (AP) length ratio and body contour are predefined during fabrication to yield distinct hydrodynamic responses under the same uniform magnetic actuation. These MPMRs, with various morphologies, successfully emulated the undulatory swimming patterns of different fish species in a fluidic environment. Morphological differentiation in MPMRs has been shown to directly influence their motion performance, with an optimal AP ratio (approximately 1:1) and streamlined body contour maximizing propulsion efficiency. Furthermore, MPMRs with distinct morphologies display different frequency-dependent responses to magnetic actuation, leading to morphology-specific velocity profiles. By leveraging these morphology-encoded performance variations, we achieved effective selective control and multitarget delivery of multiple MPMRs under uniform magnetic fields, both in vitro and ex vivo (gastrointestinal tissue). These findings provide a foundation for future designs of flexible millirobots in similar environments and serve as a reference for advancing selective control methods for multiple millirobots in uniform magnetic fields.

Indexed as

BiodiversityFishesAnimalsBiomechanical PhenomenaCoral ReefsEcosystemHydrodynamicsMagnetic FieldsSwimming

Identifiers

PMID42139336
PMCPMC13178541

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.