Evidence map›Paper›PMID 42140970›Full record

ArticleNature communications2026

Efficient elastocaloric drive system enabled by constant-torque and work-recovery design.

Andrej Žerovnik, Stefano Dall'Olio, Simon Krašna, Žiga Ahčin, Jaka Tušek

Abstract read
In one paragraph

Article in Nature communications, 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

5 authors.

Andrej ŽerovnikFaculty of Mechanical Engineering, University of Ljubljana, Ljubljana, Slovenia. andrej.zerovnik@fs.uni-lj.si.ORCID http://orcid.org/0000-0003-4510-4703
Stefano Dall'OlioFaculty of Mechanical Engineering, University of Ljubljana, Ljubljana, Slovenia.
Simon KrašnaFaculty of Mechanical Engineering, University of Ljubljana, Ljubljana, Slovenia.
Žiga AhčinFaculty of Mechanical Engineering, University of Ljubljana, Ljubljana, Slovenia.ORCID http://orcid.org/0000-0002-7921-2799
Jaka TušekFaculty of Mechanical Engineering, University of Ljubljana, Ljubljana, Slovenia. jaka.tusek@fs.uni-lj.si.ORCID http://orcid.org/0000-0003-3262-9244

Funding

EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council) ERC Proof-of-the-concept Grant No. 101158362EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council) ERC Starting Grant No. 803669The Slovenian Research and Innovation Agency (ARIS) J2-4478
6 · The paper itself

Abstract

Elastocaloric cooling is a promising alternative to vapor-compression systems, offering high efficiency and reduced environmental impact. Despite significant advances in elastocaloric technology in recent years, limited attention has been given to the mechanical systems required to drive elastocaloric materials. Here we show a cam-disc-based elastocaloric drive system with integrated direct work recovery, synchronized by four phase-shifted elastocaloric elements. The system introduces a constant-torque driving approach that maintains nearly constant input power during operation. Experimental results demonstrate a nearly constant camshaft torque of 14.4 Nm and a mechanical-level work-recovery efficiency of about 70% at an actuation force of 40 kN. Numerical simulations further show that integrating force amplification mechanisms can reduce the required camshaft torque and increase work-recovery efficiency to up to 88%. These results demonstrate that efficient drive systems can be realized for elastocaloric devices, paving the way toward their practical deployment.

Identifiers

PMID42140970
PMCPMC13385374

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.