Evidence map›Paper›PMID 40006266›Full record

ArticleSensors (Basel, Switzerland)2025

Measurement and Decoupling of Hygrothermal-Mechanical Effects with Optical Fibers: Development of a New Fiber Bragg Grating Sensor.

Pietro Aceti, Lorenzo Calervo, Paolo Bettini, Giuseppe Sala

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. 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

4 authors.

Pietro AcetiDepartment of Aerospace Science and Technology, Politecnico di Milano, Via La Masa n.34, 20156 Milano, Italy.ORCID 0000-0003-3197-6009
Lorenzo CalervoDepartment of Aerospace Science and Technology, Politecnico di Milano, Via La Masa n.34, 20156 Milano, Italy.ORCID 0009-0008-2522-9043
Paolo BettiniDepartment of Aerospace Science and Technology, Politecnico di Milano, Via La Masa n.34, 20156 Milano, Italy.ORCID 0000-0003-1083-5792
Giuseppe SalaDepartment of Aerospace Science and Technology, Politecnico di Milano, Via La Masa n.34, 20156 Milano, Italy.ORCID 0000-0003-1997-6073

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Composite materials are increasingly used in the aviation industry for various aircraft components due to their lightweight and mechanical performances. However, these materials are susceptible to degradation due to environmental factors such as hot-wet environments and freeze-thaw cycles, which can compromise their performance and safety over time. This study develops an innovative Fiber Bragg Grating (FBG) sensor system capable of not only measuring but also decoupling the simultaneous effects of temperature, humidity and strain. Unlike existing FBG systems, our approach integrates a novel theoretical framework and sensor configuration that accurately isolates these parameters in an epoxy resin material. The system incorporates three FBG sensors: one for temperature, one for temperature and humidity and a third one for all three factors. A theoretical framework based on linear strain superposition and constitutive laws was developed to isolate the individual contributions of each factor. Experimental validation in controlled hygrothermal conditions demonstrated the system's ability to accurately detect and decouple these effects, enabling the monitoring of moisture absorption and composite degradation over time. The proposed system provides a reliable, lightweight and efficient solution for the long-term monitoring of composite structures in extreme conditions. Additionally, it enhances predictive maintenance by improving the accuracy of Health and Usage Monitoring Systems (HUMSs) and provides a method to correct data inconsistencies in already installed sensors, further extending their operational value.

Indexed as

bragg equationcomposite materials in aerospacefiber bragg grating (FBG) sensorshealth and usage monitoring systems (HUMSs)hygrothermal-mechanical effectsmoisture detectionoptical fiber sensingpredictive maintenance in composite structuresstructural health monitoring (SHM)temperature and humidity decoupling

Identifiers

PMID40006266
PMCPMC11858871

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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.