Evidence map›Paper›PMID 42355177›Full record

ReviewMaterials (Basel, Switzerland)2026

Infrared Thermography for Defect Detectability in Structural Health Monitoring of Concrete Structures: Heat Transfer Physics, Resolution Limits, and AI-Assisted Diagnostics.

Wiktor Wciślik, Sylwia Wciślik

Abstract readReview
In one paragraph

Review in Materials (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

2 authors.

Wiktor WciślikDepartment of Strength of Materials and Structures Diagnostics, Kielce University of Technology, al. Tysiąclecia Państwa Polskiego 7, 25-314 Kielce, Poland.ORCID 0000-0002-6586-5019
Sylwia WciślikDepartment of Building Physics and Renewable Energy, Kielce University of Technology, al. Tysiąclecia Państwa Polskiego 7, 25-314 Kielce, Poland.ORCID 0000-0003-2152-9686

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Infrared thermography (IRT) has emerged as a vital tool for structural health monitoring (SHM), yet the quantitative links between heat transfer physics and defect detectability in reinforced concrete remain underdeveloped. This review establishes a physics-oriented framework to clarify the mechanisms, operational parameters, and technological constraints governing IRT-based diagnostics. We analyze the interplay of thermal diffusivity, emissivity, and transient conduction in generating defect-induced contrasts. Quantitative synthesis identifies a minimum thermal contrast of 0.5 °C as a requirement for reliable detection, with active thermography proving effective for defects within a 5-10 cm depth range. Furthermore, we quantify how moisture-induced emissivity variations exceeding 10% introduce critical uncertainties in field measurements. The study underscores the necessity of integrating heat transfer theory with advanced signal processing and artificial intelligence (AI) to overcome current resolution limits. By defining these physical boundaries, this review provides a robust foundation for automated, intelligent infrastructure diagnostics, emphasizing that detectability is fundamentally governed by diffusion physics rather than raw temperature measurements.

Indexed as

active thermographyartificial intelligencedefect detectabilityinfrared thermographyreinforced concretestructural health monitoringthermal contrastthermal diffusivity

Identifiers

PMID42355177
PMCPMC13302904

What OpenQuestion holds

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Registered trials

None linked

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.