Evidence map›Paper›PMID 41682387›Full record

ArticleSensors (Basel, Switzerland)2026

A Redundant-Sensing-Based Six-Axis Force/Torque Sensor Enabling Compactness and High Sensitivity.

Seung Yeon Lee, Jae Yoon Sim, Dong-Yeop Seok, Yong Bum Kim, Jaeyoon Shim, Uikyum Kim, Hyouk Ryeol Choi

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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. Article
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.

Seung Yeon LeeDepartment of Mechanical Engineering, Sungkyunkwan University, Suwon-si 16419, Republic of Korea.ORCID 0000-0003-3691-9812
Jae Yoon SimDepartment of Mechanical Engineering, Sungkyunkwan University, Suwon-si 16419, Republic of Korea.ORCID 0000-0002-2925-8238
Dong-Yeop SeokAIDIN ROBOTICS Inc., Anyang-si 14055, Republic of Korea.ORCID 0000-0003-4767-1576
Yong Bum KimAIDIN ROBOTICS Inc., Anyang-si 14055, Republic of Korea.ORCID 0000-0001-5068-6811
Jaeyoon ShimDepartment of Mechanical Engineering, Sungkyunkwan University, Suwon-si 16419, Republic of Korea.ORCID 0000-0002-1872-9460
Uikyum KimDepartment of Mechanical Engineering, Ajou University, Suwon-si 16499, Republic of Korea.ORCID 0000-0003-2814-5546
Hyouk Ryeol ChoiDepartment of Mechanical Engineering, Sungkyunkwan University, Suwon-si 16419, Republic of Korea.ORCID 0000-0003-2902-7453

Funding

Ministry of Health and Welfare, Republic of Korea RS-2025-25424639
6 · The paper itself

Abstract

Capacitive sensors are widely adopted in compact robotic systems due to their simple structure, ease of fabrication, and scalability for miniaturized designs. However, sensor miniaturization inevitably leads to reduced sensitivity and increased sensitivity imbalance, particularly in torque measurements, due to limited electrode area and spatial constraints. To address these limitations, this paper presents a compact six-axis force/torque (F/T) sensor based on a redundant capacitive sensing architecture. The proposed sensing architecture employs a symmetric arrangement of multiple capacitive electrodes, providing redundant capacitance measurements that enhance sensitivity while reducing coupling errors under multi-axis loading conditions. By exploiting redundant capacitive responses rather than relying on complex mechanical separation, the proposed design effectively improves measurement robustness. Based on this architecture, a compact six-axis F/T sensor with a diameter of 20 mm and a height of 12 mm is developed. Experimental validation demonstrates that the proposed sensor achieves linearity (>98.2%) with reduced cross-axis interference, confirming improved sensitivity and reliable multi-axis F/T measurement. This work provides a practical and scalable solution for integrating high-performance six-axis F/T sensing into space-constrained robotic systems.

Indexed as

capacitive force/torque sensorcompact sensor designenhanced sensitivityreduced coupling errorredundant capacitive sensing

Identifiers

PMID41682387
PMCPMC12899319

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.