Search results for "thermographic inspection"

showing 3 items of 3 documents

Deep learning strategies for automatic fault diagnosis in photovoltaic systems by thermographic images

2021

Abstract Losses of electricity production in photovoltaic systems are mainly caused by the presence of faults that affect the efficiency of the systems. The identification of any overheating in a photovoltaic module, through the thermographic non-destructive test, may be essential to maintain the correct functioning of the photovoltaic system quickly and cost-effectively, without interrupting its normal operation. This work proposes a system for the automatic classification of thermographic images using a convolutional neural network, developed via open-source libraries. To reduce image noise, various pre-processing strategies were evaluated, including normalization and homogenization of pi…

Artificial neural networkContextual image classificationRenewable Energy Sustainability and the EnvironmentComputer sciencebusiness.industry020209 energyDeep learningEnergy Engineering and Power TechnologyPattern recognitionSobel operatorAutomatic Fault recognition Convolutional Neural Network Photovoltaics TensorFlow Infrared Thermography02 engineering and technologyPerceptronConvolutional neural networkThresholdingThermographic inspectionFuel Technology020401 chemical engineeringNuclear Energy and Engineering0202 electrical engineering electronic engineering information engineeringArtificial intelligence0204 chemical engineeringbusinessEnergy Conversion and Management
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Carbon Nanotubes Dispersion Assessment in Nanocomposites by Means of a Pulsed Thermographic Approach

2020

The extensive production of polymer composites reinforced by carbon nanotube is limited by the absence of non-destructive evaluation (NDE) methods capable of assessing product quality to guarantee compliance with specifications. It is well known that the level of dispersion of carbon nanotubes (CNTs) in the polymer matrix is the parameter that, much more than others, can influence their enhancement capabilities. Here an active Infrared Thermography Non Destructive Testing(IR-NDT) inspection, joined with pulsed phase thermography (PPT), were applied for the first time to epoxy-CNT composites to evaluate the level of dispersion of the nanoparticles. The PPT approach was tested on three groups…

IR-NDTMaterials scienceNDENanoparticle02 engineering and technologyCarbon nanotube010402 general chemistry01 natural scienceslcsh:TechnologyArticlelaw.inventionPPTSettore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchinelawNondestructive testingthermographic inspectionGeneral Materials ScienceComposite materialcarbon nanotubelcsh:Microscopylcsh:QC120-168.85chemistry.chemical_classificationNanocompositenanocompositelcsh:QH201-278.5business.industrylcsh:TPolymerEpoxy021001 nanoscience & nanotechnology0104 chemical scienceschemistrylcsh:TA1-2040visual_artThermographyvisual_art.visual_art_mediumlcsh:Descriptive and experimental mechanicslcsh:Electrical engineering. Electronics. Nuclear engineering0210 nano-technologyDispersion (chemistry)businesslcsh:Engineering (General). Civil engineering (General)lcsh:TK1-9971Materials
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Testing the Dispersion of Nanoparticles in a Nanocomposite with an Ultra-Low Fill Content Using a Novel Non-Destructive Evaluation Technique

2022

A non-destructive evaluation (NDE) technique capable of testing the dispersion of nanoparticles in a nanocomposite would be of great use to the industry to check the quality of the products made and to ensure compliance with their specifications. Very few NDE techniques found in the literature can evaluate the level of dispersion of the nanoparticles in the whole nanocomposite. Here, a recently developed NDE technique based on pulsed phase thermography (PPT) in transmission mode was used to assess the particle dispersion in ultra-low, less than 0.05 wt%, Ag enriched polymeric based nanocomposite manufactured with an innovative nano-coating fragmentation technique. The phasegrams obtained wi…

metal nano-particlesIR-NDTTechnologyMicroscopyQC120-168.85Additives IR-NDT Metal nano-particles Nano-coating Nanocomposite NDE PPT Thermographic inspectionNDEnanocompositeTQH201-278.5AdditivesSettore ING-IND/16Engineering (General). Civil engineering (General)nanocomposite; NDE; thermographic inspection; IR-NDT; PPT; metal nano-particles; nano-coating; additivesPPTTK1-9971Settore ING-IND/14 - Progettazione Meccanica E Costruzione Di MacchineDescriptive and experimental mechanicsthermographic inspectionGeneral Materials ScienceNano-coatingElectrical engineering. Electronics. Nuclear engineeringTA1-2040Materials
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