ArticleScientific reports2025
Radio-frequency sensor for non-destructive evaluation of composite materials.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
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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.
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.
Who cites it
2 citing papers in PubMed.
- Positioning-robust broadband microwave transmission as a minimal-complexity approach to thoracic dielectric sensing: simulation and phantom analysis.Scientific reports · 2026Article
- Composite material surface microscopic defect detection and classification combining diffusion models and zero-shot learning.Scientific reports · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
The growing use of advanced composites in critical applications demands reliable, non-destructive testing. Traditional techniques often detect only large defects, missing subtle local property changes that can precede major failures. Microwave spectroscopy offers a promising alternative, probing both structural and dielectric properties with high sensitivity. This paper presents a novel dual-probe radio-frequency sensor (RFlect) using open-ended coaxial probes at 2.4 GHz. Compared to our earlier single-probe design, the dual configuration reduces scanning time and enhances detection of surface and subsurface defects, including minor cavities and inhomogeneities. It employs a cost-effective system comprising a signal generator, directional coupler, and RF power measurement setup to improve noise filtering without relying on expensive vector network analyzers. Integrated with a fused deposition modeling 3D printer’s extruder, the sensor scans samples at millimeter resolution. Experiments confirm its ability to detect both visible and hidden subsurface defects by identifying changes in conductivity and dielectric constant. This work underscores the potential of dual-probe microwave spectroscopy as a cost-effective, high-performance non-destructive evaluation technique for various applications. Future efforts will focus on characterizing high-loss materials, such as biological tissues, thereby expanding the sensor’s use in the biomedical field.
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Registered trials
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.