O controle ambiental nas instalações pecuárias é um fator importante a ser levado em consideração para promover o bem-estar e otimizar a produção animal. Como o clima brasileiro é predominantemente tropical, sistemas de resfriamento são essenciais em instalações pecuárias em todo o país. Diferentes sistemas de resfriamento estão disponíveis no mercado brasileiro e, apesar de possuírem o mesmo objetivo, de atenuar a temperatura dentro do galpão, podem ser percebidos pelos animais de modos diferentes. O objetivo principal deste trabalho foi avaliar a percepção de suínos através de sua preferência em relação a diferentes sistemas de resfriamento do ambiente em uma câmara de preferência ambiental. Esta avaliação foi feita por meio do teste de preferência, que consiste em fornecer alternativas entre diferentes situações ou recursos, para que os animais transmitam suas respostas. Para tanto, foi utilizada uma câmara de preferência ambiental composta por quatro compartimentos interligados entre si por uma área neutra. Cada compartimento teve seu ambiente controlado independentemente, podendo assim fornecer, quatro diferentes tipos de sistemas de resfriamento: nebulização associada à ventilação forçada, ventilação forçada, aspersão e aspersão associada a ventilação forçada. Nesse estudo de preferência, dois grupos principais de suínos foram utilizados: os suínos-teste e os suínos-companhia. Os suínos-teste foram os animais com livre acesso aos distintos compartimentos da câmara e os suínos-companhia, por sua vez, ficaram confinados em seus respectivos sistemas. Para caracterização do ambiente no interior e no exterior da câmara, foram utilizados data-loggers para coleta das variáveis: temperatura ambiental, umidade relativa, temperatura de globo negro e ponto de orvalho; para determinação dos índices de conforto térmico: índice de temperatura de globo e umidade e entalpia. Também foi coletada a velocidade do ar com anemômetro digital. Foram verificadas medidas fisiológicas: frequência respiratória e temperatura de superfície corporal na região da nuca no horário das 14 horas. Para analisar o desempenho dos animais foi avaliado ganho de peso diário e conversão alimentar, além das medidas in vivo de espessura de toucinho, rendimento de carne magra e profundidade da área do lombo. Para avaliação do teste de preferência foram considerados dias que caracterizassem condições climáticas em que os sistemas de resfriamento estivessem em operação. Para isto vídeos coletaram e registraram as imagens e estas foram analisadas automaticamente e interpretadas como preferência por (ou rejeição de) certos ambientes através de frequência e tempo do suíno-teste em cada um dos ambientes. A câmara conseguiu atender os valores recomendados para o índice de temperatura de globo e umidade, temperatura ambiental e umidade relativa ao longo dos períodos do dia, os valores obtidos para entalpia estiveram acima do recomendado na literatura. Porém o desempenho da câmara foi satisfatório, uma vez que as medidas fisiológicas de frequência respiratória e temperatura superficial, e as variáveis de desempenho indicaram que os animais estavam em conforto térmico e obtiveram medidas de espessura de toucinho, rendimento de carne magra e profundidade da área do lombo característicos para a categoria. Em relação à preferência dos suínos-teste, observou-se a maior frequência de permanência nos sistemas de aspersão (40%) e aspersão associada à ventilação forçada (34,7%). Assim os resultados obtidos validaram o uso da câmara de preferência ambiental para experimentação com suínos a fim de verificar sua preferência em relação a diferentes ambientes térmicos com diferentes sistemas de resfriamento. / Environmental control in livestock buildings is an important factor to be taken into account to promote the welfare and optimize the animal production. As the Brazilian climate is predominantly tropical, cooling systems are essential in animal facilities across the country. Different cooling systems are available in the Brazilian market and, despite having the same goal, to mitigate the temperature inside the shed, they can be perceived by the animals in different ways. The aim of this study was to evaluate the perception of pigs through their preference in relation to the different environment of the cooling systems in an environmental preference chamber. This assessment was made by the preference test, which is to provide alternatives between different situations or resources, so that the animals transmit their responses. An environmental preference chamber was used, and consisted of four compartments connected to each other by a neutral area. Each compartment has its environmental conditions controlled independently, and may thus provide four different types of cooling system: nebulizer associated to forced ventilation, forced ventilation, sprinkler and sprinkler associated to forced ventilation. In this preference study, two main groups of pigs were used: the test-pigs and companion-pigs. The test-pigs were the animals with free access to the chamber and companion-pigs, in turn, were confined in their respective systems. To characterize the environment inside and outside the chamber, data-loggers were used to collect the variables: ambient temperature, relative humidity, black globe temperature and dew point; to determine the levels of index thermal comfort: globe temperature and humidity index and enthalpy. The air speed with digital anemometer also was collected. Physiological measures were also registered: respiratory rate and body surface temperature in the neck region in the schedule at 2pm. Daily gain and feed conversion were evaluated to analyze the performance of the animals in addition to the measures in vivo backfat thickness, lean yield and depth of loin area. The preference test considered days that characterize climatic conditions in which the cooling systems were in operation. The video images were collected and recorded and they were automatically analyzed and interpreted as a preference (or rejection) of certain environments through the frequency and time that test-pig in each environment. The environmental preference chamber conditions attended the recommended values for globe temperature and humidity index, ambient temperature and relative humidity over the periods of the day, and the values obtained for enthalpy were slightly above the recommended literature. The chamber performance was satisfactory since the physiological measures respiratory rate and body surface temperature and the performance variables indicated that the animals were in thermal comfort and obtained backfat thickness, lean yield and depth of loin area measures, characteristic for the category. Regarding the preference of the test-pigs, the highest frequency was observed in sprinkler (40%) and sprinkler associated to forced ventilation (34,7%) systems. Thus the results validated the use of the environmental preference chamber for experimentation with pigs in order to verify their perception to different thermal environments with different cooling systems.

Mudanças causadas pela industrialização dos canteiros de obra geram incompatibilidades executivas entre sistemas conflitantes e ininterrupção de controles com significativa variabilidade, tal como o uso do fio de prumo para controle geométrico das estruturas de concreto, responsável por acúmulo de erros com reflexo no consumo de matérias e no aumento de defeitos em revestimentos de fachada. Como alternativa, este trabalho busca colaborar com a ampliação do uso das técnicas não destrutivas no controle preventivo e corretivo das edificações em substituição aos tradicionais ensaios destrutivos, tornando o processo mais simples e confiável, além de proporcionar uma recuperação mais rápida e econômica. Para isso, analisou - através de um estudo de caso - a aplicação da tecnologia de escaneamento 3D laser para mapear a planicidade superficial da fachada de um edifício e, de forma inédita, para quantificar o volume de argamassa por intermédio da análise dos modelos 3D gerados por softwares de mercado; e através das etapas experimentais de laboratório, campo e in situ, analisou o potencial da termografia infravermelha na identificação e no mapeamento de fissuras e descolamentos ocultos nos revestimentos de argamassa e cerâmico, aplicando abordagens de aquecimento ativa ou passiva e resfriamento natural ou forçado. Os resultados do escaneamento mostraram a viabilidade da técnica como solução para identificar com precisão as áreas críticas da fachada sobre a estrutura de concreto periférica e alvenaria e, a partir da volumetria, calcular o impacto financeiro associado às sobrespessuras de argamassa nas áreas críticas comparativamente a reduções de espessura após tratamento dessas áreas. Por fim, a termografia identificou quanto à forma, tamanho e posição os defeitos de fissura e descolamento estudados, identificou influências intrínsecas ao processo de uso da tecnologia in situ e uso de recursos do equipamento para melhor visualização dos defeitos. / Changes caused by industrialization of construction sites generate executive incompatibilities between conflicting systems and uninterrupted controls with significant variability, such as the use of a plumb line for geometric control of concrete structures, responsible for error buildup with reflection in the consumption of materials and the increase of defects on facade coatings. Alternatively, this work seeks to collaborate with the expanded use of non-destructive techniques in preventive and corrective control of buildings to replace the traditional destructive testing, making the most simple and reliable process, in addition to providing a faster and economic recovery. For this analyzed by a case study the application of 3D laser scanning technology to map the surface flatness of the facade of a building, and unprecedentedly to quantify the amount of mortar through the analysis of 3D models generated by software market; and through the experimental stages of laboratory, field and in site, examined the potential of infrared thermography in the identification and mapping of hidden cracks and detachments in mortar coatings and ceramic tile, applying active or passive heating and natural cooling or forced cooling. The results of the scan showed the technical viability as a solution to accurately identify the critical areas of the facade on the peripheral concrete structure and masonry and from the volumes, calculate the financial impact associated with extra thick grout in critical areas compared the thickness reductions after treatment of these areas. Finally, thermography identified as the shape, size and position the cleft defects and detachment studied, identified influences the use of technology in situ and use of equipment resources to better visualization of defects.

Ce travail se propose de caractériser thermiquement des composites à microstructures complexes. Il s’agit de développer des méthodes d’estimation permettant d’identifier les propriétés thermiques des différentes phases en présence, ainsi que celles associées à leurs interfaces, à partir de mesures issues de la thermographie infrarouge. Cette estimation paramétrique nécessite la connaissance au préalable de la structure géométrique de l’échantillon. Le premier objectif concerne donc l’identification de la structure de l’échantillon testé par la discrimination des différentes phases et interfaces. Une fois la structure de l’échantillon connue, le second objectif est l’identification des paramètres thermiques des différents constituants ainsi que ceux de leurs interfaces. On se propose d’exploiter deux tests spécifiques utilisant le même dispositif expérimental. Deux méthodes mathématiques différentes ont été développées et utilisées pour exploiter les mesures de champ issues du premier test et permettre de retrouver la microstructure de l’échantillon. La première est fondée sur la décomposition en valeurs singulières des données de températures recueillies. Il est montré que cette méthode permet d’obtenir des représentations de la microstructure de très bonne qualité à partir de mesures même fortement bruitées. La seconde méthode permet de raffiner les résultats obtenus à l’aide de la méthode précédente. Elle repose sur la résolution d’un problème d’optimisation sous contraintes en exploitant la technique dite Level-Set pour identifier les frontières des différents constituants de l’échantillon. L’étape d’identification des propriétés thermiques des constituants et des interfaces exploite les mesures de champs issues du second test expérimental. La méthode développée, la SVD-FT combine des techniques de décompositions en valeurs singulières avec desfonctions tests particulières pour dériver des estimateurs linéaires des propriétés recherchées.Cette méthode permet de limiter les effets du bruit de mesure sur la qualité de l’estimation et de s’affranchir des opérations de filtrage des données. / This work reports on the thermal characterization of composites with a complex microstructure. It aims at developping mathematical methods to identify the thermal properties of the constituants and thoses associate at their interfaces. The first step consistsin discriminating the microstructure of the sample to be tested. Then, when the sample structure is known, the second step consists in estimating the thermal parameters of the different phases and those at their interfaces. One experimental device has been set up to realize those two steps. Two mathematical methods have been developped and used to discriminate the microstructure based on the images of the sample recorded bu an infrared camera. The first method is based on the singular value decomposition of the temperature data. It has been shown that this method gives a very good representation of the microstructure even with very noisy data. The second method allows to refine the results obtained by the first one. This method is based on the resolution of an optimization problem under constraints and use a Level-Set technic to identify the boundary of each phase. To estimate the thermal properties of each phase and its interface, the infrared images of the second experiment have been used. The SVD-FT method developed in this work combines the singular values decomposition technic with particular tests functions to derive linear estimat or for the thermal properties. As a result, a significant amplification of the signal/noise ratios is reached.

L'objectif ultime de ce travail de thèse consiste à établir un bilan énergétique à l'échelle du grain afin de caractériser et de vérifier la cohérence thermodynamique de modèles de comportement utilisés pour rendre compte du développement de la plasticité cristalline dans les matériaux métalliques. La première partie de ce travail a consisté à mettre en place un protocole d'élaboration du matériau permettant d'obtenir la microstructure souhaitée, compatible avec des moyens d'observations macroscopiques. Les échantillons d'aluminium à très gros grains (centimétriques) ainsi obtenus sont utilisés pour effectuer des essais cycliques durant lesquels les champs cinématiques et thermiques sont mesurés au moyen de techniques de Corrélation d'Images Numériques et de Thermographie Infra-rouge. Deux techniques de traitement d'image spécifiques ont été proposées. Elles permettent d'introduire des hypothèses sur les champs cinématiques et thermiques qui soient adaptées à la microstructure (ici continuité intra-granulaire du déplacement, de la température et du flux). Ces méthodes permettent d'accéder à des mesures complètement indépendantes d'un grain à l'autre tout en améliorant la robustesse des méthodes de mesure. Ces méthodes ont été validées numériquement en utilisant des images de synthèse sur lesquelles ont été appliqués des champs hétérogènes. Une campagne d'essais cycliques a enfin été menée sur les multi-cristaux d'aluminium élaborés. Les méthodes développées ont permis d'observer le développement de la plasticité intra-granulaire et le développement de la fissuration inter-granulaire. / The main objective of this PhD thesis is to establish an energy balance at the grain scale in order to assess the thermomechanical consistency of material models used to predict the development of crystal plasticity of metals.The first part of this work consists in setting a protocol allowing the material elaboration with the desired microstructure which is to be compatible with the use of classical macroscopic observation devices. The obtained coarse-grained aluminum samples (with centimeter grains) are used in cyclic tensile tests. During these tests, the kinematic and thermal fields are recorded with Digital Image Correlation and Infra-Red Thermography techniques.Two specific imaging techniques were developed. They allow introducing ad hoc hypotheses (i.e. consistent with microstructure) on the kinematic and the thermal fields. In this work, these hypotheses consist in intra-granular continuity conditions on the displacement, temperature and heat flux fields. These methods give independent measures on each grain while improving the robustness of the measurement methods. These methods were numerically validated using computer-generated images heterogeneously loaded.Cyclic tests were finally performed on the processed aluminum multi-crystals. The developed methods allowed the observation of the development of intra-granular plasticity and the development of inter-granular cracking.

Disorders of the autonomic nervous system constitute serious complications of spinal cord injury (SCI) and their treatment is usually highly prioritised by spinal patients. Among these, autonomic dysreflexia and impaired thermoregulation are potentially life threatening conditions and require effective management. Olfactory ensheathing cells (OECs), progenitor cells and polymeric scaffolds have been tested in animal models of SCI and some of them have been considered for clinical trials. However, evaluation of the effect of such interventions on autonomic functions has received only rudimentary attention and would require a more thorough experimental assessment before the methods are utilised in human patients. This thesis tested two potential therapeutic strategies for autonomic dysreflexia and examined disorders of thermoregulatory functions in a rat model of spinal cord transection. Magnitude and duration of autonomic dysreflexia were evaluated with radio telemetry in spinalised animals treated with (i) implants of OECs and olfactory neurosphere-derived cells seeded in poly(lactic co glycolic) porous scaffolds or with (ii) transplants of OECs alone. (iii) Effects of SCI and of OECs on the morphology of sympathetic preganglionic neurons (SPNs; which are involved in pathogenesis of autonomic dysreflexia) stained for NADPH diaphorase were examined. (iv) Doppler ultrasonography and infrared thermography were used to assess responses of tail blood flow and surface temperature to cold. Transplants of OECs alone, but not in combination with olfactory neurosphere-derived cells and polymeric scaffolds, resulted in significantly shortened episodes of autonomic dysreflexia. This may be attributed to the alterations to the morphology of SPNs adjacent to the lesion: a transient increase in the morphometric features of the SPNs was evoked by spinal cord transection and this was further altered by transplantation of OECs. The thesis also showed that local responses of tail blood flow and temperature to cold were not abolished by complete SCI suggesting that temperature homeostasis could still be maintained in response to cold. It is hypothesised that OECs facilitate improved recovery from autonomic dysreflexia through alteration of the morphology of SPNs. Furthermore, it is suggested that the role of the tail in heat conservation can be regulated by mechanisms that are independent of the descendent neural control from supraspinal centres.

Infrared transition location estimates can be fast and useful measurements in wind tunnel and flight tests. Because turbulent boundary layers have a much higher rate of convective heat transfer than laminar boundary layers, a difference in surface temperature can be observed between turbulent and laminar regions of an airfoil at a different temperature than the free stream air temperature. Various implementations of this technique are examined in a wind tunnel. These include using a heat lamp as an external source and circulating fluid inside of the airfoil. Furthermore, ABS plastic and aluminum airfoils are tested with and without coatings such as black paint and surface wraps. The results show that thermal conduction within the model and surface reflections are the driving issues in designing an IR system for detecting transition. Aluminum has a high thermal diffusivity so is a poor choice for this method. However, its performance can be improved using an insulating layer. Internal fluid circulation was far more successful than the heat lamp because it eliminates the reflected IR due to the heat lamp. However, using smooth surface wraps can mitigate reflection issues caused by the heat lamps by reducing the scatter within the reflection, producing an IR image with fewer contaminating reflections.

Comprehensive studies are needed to discover materials and construction technologies contributing to the thermal performance of historical buildings and to keep them in working order over time. Examined in this study were the thermal performance characteristics of Seng&uuml / l Hamami, a 15th Century Ottoman bath, to discover original thermo-physical properties of historic materials and to assess thermal failures in present situation by taking into consideration recent incompatible repair work. The analyses were done by using non-destructive investigation methods, such as microclimatic monitoring, quantitative infrared thermography (QIRT), heat and water vapour transfer calculations, supported by laboratory analyses on thermo-physical properties of historic materials. The results were evaluated in terms of thermal properties of historic materials establishing the historic dome section, microclimatic characteristics of Seng&uuml / l Hamami, its original thermal characteristics, and thermal failures occurred in time due to wrong repairs. An in-situ assessment method was also developed for the identification of thermal and moisture failures at real boundary conditions by joint interpretation of QIRT and heat transfer calculation results. The study showed that historic dome structure of Seng&uuml / l Hamami was originally configured to provide sufficient thermal insulation characteristics owing to good thermal properties of its materials. That success was attributed to conscious use of low-density, high-porosity historic materials having low thermal conductance and high vapour permeability characteristics. It was seen that the thermal performance of historic structure was severely destroyed by recent repairs using concrete and cement-based materials, which were incompatible with historic fabric of the structure due to their different thermo-physical properties.

This study presents results from non-destructive testing to evaluate the degradation of the CFRP-masonry bond using thermal imaging. The goal of the research was to identify locations where there was evidence of bond deterioration that could subsequently be verified through destructive pull-off testing. Four full-scale masonry walls were built outdoors at the University of South Florida in 1995 to evaluate the effectiveness of CFRP for repairing settlement damage. Two of the settlement-damaged walls were repaired using single layer, commercially available unidirectional CFRP systems that used Tonen (wall 3) and Henkel (wall 2) epoxies. These two walls were the subject of this investigation. Before non-destructive tests were initiated, historical site data on temperature, humidity and rainfall variation was compiled. Over seventeen years, the walls experienced ambient temperatures as high as 98°F and as low as 25°F. The average rainfall in Tampa is about 34 inches and the annual average high humidity is around 87%#37;. Because of the high temperature and humidity, the CFRP-masonry bond was exposed to a particularly aggressive environment. Three types of thermal evaluation were carried out: thermocouple monitoring and both passive (solar) and active (localized heating) infrared thermal imaging. Twenty-four thermocouples were used to observe the spatial variations in temperature on the wall. Data showed that the surface temperatures of the wall are uneven with one end being hotter than the other. Measurements indicated that the wall temperatures went as high as 103°F during the week of data collection in late March and early April of 2012. In contrast, the highest ambient temperature over the same period was 92°F. The high temperature experienced by the wall is below the glass transition temperature for the epoxies, which ranges from 140°F to 180°F. A FLIR Tau 320 thermal imaging camera was used to identify localized de-bonding. Solar radiation heated the walls and the goal of thermal imaging was to detect hot spots which are indicative of de-bonding. Although this technique is ideal for exterior applications, initial attempts were unsuccessful. Once de-bonds were located by sounding, the camera was capable of confirming two hot spots on wall 2. A thermal scanner built by the university from a series of ten Omega OS137 thermal sensors was used to obtain more complete thermal images of the walls. This scanner had a heating element which supplied heat and allowed for active thermography. The scanner detected 16 hot spots not seen with the thermal camera. Ten of the twelve spots on wall 2 are concentrated on a region of the wall which experienced the highest daily changes in temperature, which indicates that higher thermal and environmental cycling has caused greater de-bond. Based on the number of hot spots found using both active and passive thermography the Tonen epoxy is performing better than the Henkel epoxy. In general, the bond has endured; however, there are a few localized areas that have de-bonded. Pull-off tests are recommended on walls 2 and 3. Five locations in regions suspected to have poor bond and five locations in regions suspected to have good bond are identified for each wall.

Disorders of the autonomic nervous system constitute serious complications of spinal cord injury (SCI) and their treatment is usually highly prioritised by spinal patients. Among these, autonomic dysreflexia and impaired thermoregulation are potentially life threatening conditions and require effective management. Olfactory ensheathing cells (OECs), progenitor cells and polymeric scaffolds have been tested in animal models of SCI and some of them have been considered for clinical trials. However, evaluation of the effect of such interventions on autonomic functions has received only rudimentary attention and would require a more thorough experimental assessment before the methods are utilised in human patients. This thesis tested two potential therapeutic strategies for autonomic dysreflexia and examined disorders of thermoregulatory functions in a rat model of spinal cord transection. Magnitude and duration of autonomic dysreflexia were evaluated with radio telemetry in spinalised animals treated with (i) implants of OECs and olfactory neurosphere-derived cells seeded in poly(lactic co glycolic) porous scaffolds or with (ii) transplants of OECs alone. (iii) Effects of SCI and of OECs on the morphology of sympathetic preganglionic neurons (SPNs; which are involved in pathogenesis of autonomic dysreflexia) stained for NADPH diaphorase were examined. (iv) Doppler ultrasonography and infrared thermography were used to assess responses of tail blood flow and surface temperature to cold. Transplants of OECs alone, but not in combination with olfactory neurosphere-derived cells and polymeric scaffolds, resulted in significantly shortened episodes of autonomic dysreflexia. This may be attributed to the alterations to the morphology of SPNs adjacent to the lesion: a transient increase in the morphometric features of the SPNs was evoked by spinal cord transection and this was further altered by transplantation of OECs. The thesis also showed that local responses of tail blood flow and temperature to cold were not abolished by complete SCI suggesting that temperature homeostasis could still be maintained in response to cold. It is hypothesised that OECs facilitate improved recovery from autonomic dysreflexia through alteration of the morphology of SPNs. Furthermore, it is suggested that the role of the tail in heat conservation can be regulated by mechanisms that are independent of the descendent neural control from supraspinal centres.

Les exigences de qualité des produits ainsi que des normes environnementales et énergétiques de plus en plus drastiques nécessitent le développement de technologies de fonctionnalisation de surface en particulier celles qui s’appuient sur les procédés de revêtement par dépôt de couches minces. Le contrôle de la qualité de surface revêtue présente un enjeu industriel d’envergure. En effet, il n’existe pas à l’heure actuelle de technique d’inspection non destructive qui allie à la fois rapidité, fiabilité et flexibilité pour le contrôle de l’uniformité de revêtement. Pour répondre à cette problématique, ce travail de thèse porte sur le développement d’une technique d’inspection basée sur la thermographie active. Après étude expérimentale et numérique de la réponse thermique de surfaces bicouches, nous proposons une première méthodologie d’exploitation des mesures issues d’une excitation ponctuelle (laser) et surfacique (flash(s)). L’approche mise en place s’appuie sur l’implantation d’un algorithme des moindres carrés partiels (PLS NIPALS). Celui-ci a été testé sur plusieurs matériaux conducteurs et non conducteurs et dans différentes configurations expérimentales puis comparé à la méthode de contrôle conventionnelle par courants de Foucault (pour les matériaux conducteurs). La méthode développée permet d’extraire la signature thermique intrinsèque de l’hétérogénéité d’épaisseur du revêtement. Une deuxième approche a été explorée, elle s’appuie sur la mise en œuvre des nouveaux outils que nous offre le « Deep Learning ». Les premiers résultats obtenus semblent prometteurs. L’ensemble des résultats ouvre le champ vers une exploitation industrielle de la thermographie infrarouge pour le contrôle non destructif de revêtement. / Product quality requirements as well as increasingly drastic environmental and energy standards require the development of surface functionalization technologies, particularly those based on thin film coating processes. The quality control of coated surface presents an important industrial challenge. Indeed, actually there is any non-destructive inspection technique that combines speed, reliability and flexibility for coating uniformity inspection. To respond this challenge, this work focuses on the development of an inspection technique based on active thermography. After experimental and numerical studies of thermal responses of bilayer surfaces, we propose firstly a measurement methodology based on a point (laser) and surface excitation (flash (s)). The approach is based on the implementation of a partial least squares algorithm (PLS-NIPALS). It was tested on several conductive and non-conductive materials and in various experimental configurations and compared to the conventional eddy current control method (for conductive materials). The developed method makes it possible to extract the intrinsic thermal signature of the coating thickness heterogeneity. A second approach has been explored, based on the classification algorithm based on Deep Learning tool. The first results seem promising. The overall results open the opportunity to an industrial exploitation of infrared thermography for non-destructive coating testing.