Evidence map›Paper›PMID 42290231›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2026

Ionic Wind Cooling Enables High-Frequency Shape Memory Alloy Actuators for Origami-Inspired Soft Robotics.

Feng Zhang, Jing Jiang, Lei Wang, Siqi Ma, Shuai Fu, Yifan Lu, Honghao Yue

Abstract read
In one paragraph

Article in Small (Weinheim an der Bergstrasse, Germany), 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

7 authors.

Feng ZhangState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, Heilongjiang, China.
Jing JiangSchool of Ocean Engineering, Harbin Institute of Technology Weihai, Weihai, China.
Lei WangSchool of Ocean Engineering, Harbin Institute of Technology Weihai, Weihai, China.
Siqi MaState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, Heilongjiang, China.ORCID https://orcid.org/0009-0001-6581-852X
Shuai FuCenter for Advancing Electronics Dresden (cfaed) & Faculty of Chemistry and Food Chemistry, Technische Universität Dresden, Dresden, Germany.
Yifan LuState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, Heilongjiang, China.
Honghao YueState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, Heilongjiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Shape memory alloys (SMAs) are attractive for soft robotic actuation because of their compactness and high power density, yet their widespread application is limited by slow thermal recovery. Here, we introduce ionic wind cooling as a compact thermal-management strategy to overcome this bottleneck and improve the cyclic actuation performance of SMA-driven soft robotic systems. Two ionic wind configurations were designed and comparatively evaluated for localized cooling of SMA springs. Both significantly accelerated SMA recovery with only minimal additional power input, and the needle-ring configuration was selected for subsequent integration because of its favorable stability and compact geometry. By coupling SMA springs with an origami-based compression-twisting mechanism, an actuator-level soft twisting module capable of reversible bidirectional rotation exceeding 80° was developed. The cooling strategy was further extended to multiple SMA-driven modules and a reconfigurable soft robotic arm capable of coordinated twisting, bending, and multimodal grasping. The results show that ionic wind cooling not only enhances the recovery of individual SMA actuators but also enables faster motion switching and improved cyclic response at the system level. This work demonstrates ionic wind cooling as a compact and effective strategy for enhancing the dynamic performance of SMA-driven soft robotic systems.

Indexed as

compression–twisting coupled moduleionic wind coolingorigami mechanismsreconfigurable robotic armshape memory alloy actuators

Identifiers

PMID42290231
PMCPMC13450166

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.