Evidence map›Paper›PMID 42481468›Full record

ArticleNature communications2026

Monolithic 6-Axis Force/Torque Sensing by a Single Ultrathin Piezoceramic Shell.

Shoulu Gong, Xingyu Wei, Qi Zhou, Tianxiang Zheng, Guoran Zhang, Zheng Dou, Shuke Zang, Zihan Zhao, Yiyuan Yang, Zhiran Yi and 2 more

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

12 authors.

Shoulu Gong *Global College, Shanghai Jiao Tong University, Shanghai, China.
Xingyu Wei *State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China.
Qi ZhouGlobal College, Shanghai Jiao Tong University, Shanghai, China.
Tianxiang ZhengGlobal College, Shanghai Jiao Tong University, Shanghai, China.ORCID http://orcid.org/0009-0001-6923-9007
Guoran ZhangGlobal College, Shanghai Jiao Tong University, Shanghai, China.
Zheng DouN.1 Institute for Health, National University of Singapore, Singapore, Singapore.
Shuke ZangGlobal College, Shanghai Jiao Tong University, Shanghai, China.
Zihan ZhaoGlobal College, Shanghai Jiao Tong University, Shanghai, China.
Yiyuan YangN.1 Institute for Health, National University of Singapore, Singapore, Singapore. yyy@nus.edu.sg.ORCID http://orcid.org/0000-0003-1262-354X
Zhiran YiState Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China. yizhiran@sjtu.edu.cn.
Wenming ZhangState Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China. wenmingz@sjtu.edu.cn.ORCID http://orcid.org/0000-0001-6743-1006
Lei ShaoGlobal College, Shanghai Jiao Tong University, Shanghai, China. lei.shao@sjtu.edu.cn.ORCID http://orcid.org/0000-0001-7385-9033

Funding

National Natural Science Foundation of China (National Science Foundation of China) T2522019
6 · The paper itself

Abstract

Miniature multi-axis force/torque sensors are essential for advanced robotics and wearable devices, yet their development is hindered by complex multi-beam structures and laborious calibration. We overcome this by introducing a monolithic 6-axis force/torque sensor constructed from a single, ultrathin-walled piezoceramic shell. This architecture eliminates the need for multi-component assembly and algorithm-driven decoupling, relying instead on the intrinsic mechanical deformation modes of the engineered shell for direct and reliable dynamic force/torque variation measurement. Leveraging this architecture, our sensor enables straightforward calibration and achieves a decoupling accuracy of 99.37% across 120,000 randomized dynamic tests. We fabricated the core sensing element as a 50-μm-thick annular piezoceramic shell to maximize sensitivity and limit of detection, achieving detection limits better than 3 mN in normal force, 4 mN in tangential force, and 0.3 mN·m in torque. We demonstrate a compact, 3.85-gram sensor (2.53 cm³) that integrates seamlessly into robotic grippers for event-driven delicate assembly and into exoskeletons for high-fidelity dynamic monitoring of in-home rehabilitation. This work establishes an architecture for inherently decoupled force/torque sensing, with broad potential in advanced robotics, prosthetics, and personalized medicine.

Identifiers

PMID42481468
PMCPMC13500680

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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.