Evidence map›Paper›PMID 41423495›Full record

ArticleNature communications2025

Vibrissae-inspired vision-based magnetic-actuated whisker.

Zhixian Hu, Yi Cheng, Juan Wachs, Yu She

Abstract read
In one paragraph

Article in Nature communications, 2025. 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. Article
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.

Zhixian HuEdwardson School of Industrial Engineering, Purdue University, West Lafayette, Indiana, USA.ORCID http://orcid.org/0009-0008-8137-5280
Yi ChengElmore Family School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana, USA.ORCID http://orcid.org/0009-0002-2559-9331
Juan Wachs *Edwardson School of Industrial Engineering, Purdue University, West Lafayette, Indiana, USA. jpwachs@purdue.edu.ORCID http://orcid.org/0000-0002-6425-5745
Yu She *Edwardson School of Industrial Engineering, Purdue University, West Lafayette, Indiana, USA. shey@purdue.edu.ORCID http://orcid.org/0000-0001-5914-3573

Funding

National Science Foundation (NSF) 2140612National Science Foundation (NSF) 2322056National Science Foundation (NSF) 2423068National Science Foundation (NSF) 2520136U.S. Department of Agriculture (United States Department of Agriculture) 2023-67021-39072U.S. Department of Agriculture (United States Department of Agriculture) 2024-67021-42878
6 · The paper itself

Abstract

Tactile perception is significant for robotic operation in unstructured environments. Whisker-based sensors offer lightweight bio-inspired solutions, yet most rely on single-whisker sensing and are limited by passive interaction and constrained functionality. Here we present a circular array of eight independently actuated whiskers, each driven by a pulse-switchable permanent magnet and tracked by a camera. This design enables simultaneous multi-point sensing and coordinated actuation, supporting diverse functions. Quantitative analyses demonstrate accurate pixel-to-physical mapping, consistent pixel-to-force characterization, and long-term repeatability. In this work, we show that an vibrissae-inspired vision-based magnetic-actuated whisker array integrating distributed perception with active interaction achieves reliable physical mapping, repeatable sensing, and delicate grasping, thereby advancing tactile sensing and laying the foundation for contact-driven exploration, soft manipulation, and adaptive behavior in dynamic environments.

Identifiers

PMID41423495
PMCPMC12830615

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.