Evidence map›Paper›PMID 41544170›Full record

ArticleScience advances2026

Mechanics-informed fabric actuators with aligned fiber crossings.

Huapeng Zhang, Herbert Shea

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

2 authors.

Huapeng ZhangEcole Polytechnique Fédérale de Lausanne (EPFL), Soft Transducers Lab (LMTS), 71b rue de la Maladière, 2002 Neuchâtel, Switzerland.ORCID 0000-0001-8133-2135
Herbert SheaEcole Polytechnique Fédérale de Lausanne (EPFL), Soft Transducers Lab (LMTS), 71b rue de la Maladière, 2002 Neuchâtel, Switzerland.ORCID 0000-0003-3527-3036

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Engineering unobtrusive mechanical assistance into daily-life clothing requires energy-dense yet compliant actuators with thin profiles. We report textile actuators by interlacing shape memory alloy (SMA) fibers in a periodic X-Crossing geometry, where fiber crossings align in the actuation contraction axis. An X-Crossing actuator design of 4.5 grams can be passively stretched to 160% and contracts by 50% when heated, lifting 1 kg, outperforming knitted and knotted SMAs. We developed a variable-stiffness mechanics model to predict material-level stress-strain behavior across temperatures and thus the force-contraction relation of device level. This model informs actuator design and control, geometric scaling, peak points in the force-contraction relation, and the theoretical upper bound of contraction strain. The maximum measured contraction strain of our actuators is 55%, a large step toward the upper bound that we calculate for general SMA fabric actuators. We demonstrate applications of the developed actuators and model in lifting weight and on-body compression.

Identifiers

PMID41544170
PMCPMC12810615

What OpenQuestion holds

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LicenceCC BY-NC
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Registered trials

None linked

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.