Evidence map›Paper›PMID 41652930›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Topology-Optimized Stretchable Piezoelectric Sensors With Tailored Liquid-Metal Circuits for Anisotropic Stress-Adaptive Motion Monitoring.

Hanmin Zeng, Qianqian Xu, Jianxun Zhang, Peiqiong Zhou, Jiachen Zhang, Jinlan Li, Senfeng Zhao, Kechao Zhou, Dou Zhang, Chris Bowen and 1 more

Abstract read
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 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

11 authors.

Hanmin ZengState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.
Qianqian XuState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.ORCID https://orcid.org/0000-0002-7759-077X
Jianxun ZhangState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.
Peiqiong ZhouState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.
Jiachen ZhangState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.
Jinlan LiState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.
Senfeng ZhaoHunan Provincial Key Laboratory of Micro & Nano Materials Interface Science, College of Chemistry and Chemical Engineering, Central South University, Changsha, Hunan, China.
Kechao ZhouState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.
Dou ZhangState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.
Chris BowenDepartment of Mechanical Engineering, University of Bath, Bath, UK.ORCID https://orcid.org/0000-0002-5880-9131
Yan ZhangState Key Laboratory of Powder Metallurgy, Central South University, Changsha, Hunan, China.ORCID https://orcid.org/0000-0002-0132-3325

Funding

Hong Kong Scholars Program No.XJ2025052Hundred Youth Talents Program of HunanNational Science and Technology Major Project 2025ZD0619902Overseas Talent Introduction Project of ChinaState Key Laboratory of Powder Metallurgy, Central South University, Changsha, ChinaXiaomi talent program
6 · The paper itself

Abstract

The design of high-sensitivity stretchable piezoelectric sensors remains challenging due to the inherent trade-off between the ability to achieve high levels of mechanical deformation while maintaining efficient stress transduction. Here, we propose a new topology-optimization strategy to construct stretchable piezoelectric sensors that efficiently utilize the spatial stress distribution and are able to adapt to a range of anisotropic mechanical stress states. By exploiting computer-aided topology optimization, the distribution of piezoelectric ceramic units within the sensor was tailored to maximize the degree of stress transfer, resulting in an increase of 103.5% and 59.7% in the maximum piezoelectric potential when subject to tension and torsion, respectively. To ensure structural stretchability and adaptability of the topology optimized sensors when subject to complex loading environments, a direct ink writing process was developed to create stretchable eutectic gallium-indium liquid alloy (EGaIn) electrodes. Based on a shear-driven mechanism of printing, new predictive theoretical equations governing printing performance were developed that could predict the printed state (with 94.7% accuracy) and enable trace width control (relative error < 15%). The final optimized sensor exhibited excellent sensitivity, achieving 14.0 V per strain and 0.10 V per degree when subject to tensile and torsional loads, exceeding the unoptimized device by 59.2% and 92.4%, respectively. Finally, inspired by the morphological characteristics of butterflies and guided by the topology-optimized layout, a multi-channel sensor was constructed to accurately identify the pattern and amplitude of a complex range of neck movements, demonstrating the significant potential of the new design and manufacturing approach for wearable electronics.

Indexed as

liquid‐metal printingmotion monitoringself‐powered sensorstretchable piezoelectric sensors

Identifiers

PMID41652930
PMCPMC12983431

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.