Evidence map›Paper›PMID 41600230›Full record

ArticleSensors (Basel, Switzerland)2026

Optical Microscopy for High-Resolution IPMC Displacement Measurement.

Dimitrios Minas, Kyriakos Tsiakmakis, Argyrios T Hatzopoulos, Konstantinos A Tsintotas, Vasileios Vassios, Maria S Papadopoulou

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. 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

6 authors.

Dimitrios MinasDepartment of Information and Electronic Engineering, International Hellenic University (IHU), 57400 Thessaloniki, Greece.ORCID 0009-0003-1192-6386
Kyriakos TsiakmakisDepartment of Information and Electronic Engineering, International Hellenic University (IHU), 57400 Thessaloniki, Greece.ORCID 0000-0003-1438-3180
Argyrios T HatzopoulosDepartment of Information and Electronic Engineering, International Hellenic University (IHU), 57400 Thessaloniki, Greece.ORCID 0009-0006-8922-4888
Konstantinos A TsintotasDepartment of Information and Electronic Engineering, International Hellenic University (IHU), 57400 Thessaloniki, Greece.ORCID 0000-0002-1808-2601
Vasileios VassiosDepartment of Information and Electronic Engineering, International Hellenic University (IHU), 57400 Thessaloniki, Greece.ORCID 0009-0002-5455-8918
Maria S PapadopoulouDepartment of Information and Electronic Engineering, International Hellenic University (IHU), 57400 Thessaloniki, Greece.ORCID 0000-0002-9651-2144

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study presents an integrated, low-cost system for measuring extremely small displacements in Ionic Polymer-Metal Composite (IPMC) actuators operating in aqueous environments. A custom optical setup was developed, combining a glass tank, a tubular microscope with a 10× achromatic objective, a digital USB camera and uniform LED backlighting, enabling side-view imaging of the actuator with high contrast. The microscopy system achieves a spatial sampling of 0.536 μm/pixel on the horizontal axis and 0.518 μm/pixel on the vertical axis, while lens distortion is limited to a maximum edge deviation of +0.015 μm/pixel (≈+2.8%), ensuring consistent geometric magnification across the field of view. On the image-processing side, a predictive grid-based tracking algorithm is introduced to localize the free tip of the IPMC. The method combines edge detection, Harris corners and a constant-length geometric constraint with an adaptive search over selected grid cells. On 1920 × 1080-pixel frames, the proposed algorithm achieves a mean processing time of about 10 ms per frame and a frame-level detection accuracy of approximately 99% (98.3-99.4% depending on the allowed search radius) for actuation frequencies below 2 Hz, enabling real-time monitoring at 30 fps. In parallel, dedicated electronic circuitry for supply and load monitoring provides overvoltage, undervoltage, open-circuit and short-circuit detection in 100 injected fault events, all faults were detected and no spurious triggers over 3 h of nominal operation. The proposed microscopy and tracking framework offer a compact, reproducible and high-resolution alternative to laser-based or Digital Image Correlation techniques for IPMC displacement characterization and can be extended to other micro-displacement sensing applications in submerged or challenging environments.

Indexed as

electronic circuitmicro-displacement measurementoptical displacement sensortip tracking algorithm

Identifiers

PMID41600230
PMCPMC12846246

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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.