Evidence map›Paper›PMID 41894330›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Versatile artificial muscles by decoupling anisotropy.

Eric Weissman, Rohan Khatavkar, Jiefeng Sun

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 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

3 authors.

Eric WeissmanSchool for Engineering of Matter, Transport and Energy, Arizona State University, Tempe, AZ 85281.ORCID 0009-0008-0488-0339
Rohan KhatavkarSchool for Engineering of Matter, Transport and Energy, Arizona State University, Tempe, AZ 85281.
Jiefeng SunSchool for Engineering of Matter, Transport and Energy, Arizona State University, Tempe, AZ 85281.ORCID 0000-0002-0886-4108

Funding

National Science Foundation (NSF) CMMI-2449417
6 · The paper itself

Abstract

Artificial muscles offer unique advantages for robotics, but their inability to adapt to diverse scenarios significantly limits their widespread application. We present the helical anisotropically reinforced polymer actuator (HARP)-a versatile class of artificial muscles. The HARP not only exhibits state-of-the-art performance (contraction ratios up to 75%, power densities of 1.93 kW/kg, and energy efficiencies of 29%) but also possesses a broad and decoupled design space, i.e., the anisotropy source, tube, and core can be independently and freely selected. This decoupled design space enables the selection of numerous useful properties (e.g., abrasion resistance, high specific work, etc.). Using this, we demonstrate that the HARP can satisfy the requirements of diverse applications by tuning the selection of parameters. This is especially important for applications necessitating multiple requirements simultaneously, like a maneuverable continuum robot or an untethered musculoskeletal quadruped. Unifying high performance with versatility within a single artificial muscle framework, the HARP offers a practical path toward deploying artificial muscles across a wide spectrum of robotic systems.

Indexed as

artificial musclesbioinspired actuationsoft robotics

Identifiers

PMID41894330
PMCPMC13037881

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.