Overall and local mechanical behaviour of dissimilar laser welded joints

The present investigation addresses the overall and local mechanical performance of dissimilar joints of low carbon steel (CS) and stainless steel (SS) thin sheets achieved by laser welding in case of heat source displacement from the weld gap centreline towards CS. Microstructure characterization and residua! strain scanning, carried out by neutron diffraction, were used to assess the joints features. It was found that the heat source position influences the base metals dilution and the residua! stress field associated to the welding process; the transverse residual stress is smaller than for the longitudinal component, of magnitudes close to the parent CS yield strength. Furthermore, compressive transverse residual stresses were encountered at the SS-weld interface. The tensile behavior of the joint different zones assessed by using a video-image based system (VIC-2D) reveals that the residual stress field, together with the positive difference in yield between the weld metal and the base materials protects the joint from being piastically deformed. The tensile loadings of flat transverse specimens generate the strain localization and failure in CS, far away from the weld.En este trabajo se exponen los resultados de una investigacion sobre el comportamiento mecanico de soldaduras disimiles acero inoxidable-acero al carbono, realizadas para unir chapas delgadas, desplazando la fuente de calor del eje longitudinal de la union soldada por laser sobre el acero al carbono. Se han determinado las caracteristicas microestructurales de la union soldada, las tensiones residuales generadas (mediante difraccion de neutrones) y las curvas tension-deformacion locales y globales, mediante medidas locales de deformacion empleando el sistema VIC-2D "video image correlation". El desplazamiento de la fuente de calor infiuye en la dilution de los metales base y el campo de tensiones residuales asociado al proceso de soldeo; las tensiones residuales medidas en direction longitudinal se aproximan al limite elastico del acero al carbono, mientras que las tensiones residuales transversales son menores, e incluso de compresion. El ensayo a traccion de la union soldada revela que las tensiones residuales y la diferencia de limite elastico entre los metales base y la soldadura propician que la rotura se produzca por inestabilidad plastica del acero al carbono, lejos de la soldadura, sin que la union plastifique.

Overall vs. local mechanical behaviour of ferritic austenitic steel joints made by laser welding

The present investigation addresses the overall and local mechanical performance of dissimilar joints of low carbon steel (CS) and stainless Steel (SS) thin sheets achieved by laser welding in case of heat source displacement from the weld gap centreline towards CS. Welding was performed on a Nd:YAG laser DY033 (3300 W) in a continuos wave (CW), keyhole mode. The tensile behavior of the joint different zones assessed by using a video-image based system (VIC-2D) reveals that the residual stress field, together with the positive difference in yield between the weld metal and the base materials protects the joint from being plastically deformed. The tensile loadings of flat transverse specimens generate the strain localization and failure in CS, far away from the weld.

Analysis of the Mechanical Properties of Multicrystalline and Monocrystalline Silicon Wafers Manufactured by Casting Methods

Quasi-monocrystalline silicon wafers have appeared as a critical innovation in the PV industry, joining the most favourable characteristics of the conventional substrates: the higher solar cell efficiencies of monocrystalline Czochralski-Si (Cz-Si) wafers and the lower cost and the full square-shape of the multicrystalline ones. However, the quasi-mono ingot growth can lead to a different defect structure than the typical Cz-Si process. Thus, the properties of the brand-new quasi-mono wafers, from a mechanical point of view, have been for the first time studied, comparing their strength with that of both Cz-Si mono and typical multicrystalline materials. The study has been carried out employing the four line bending test and simulating them by means of FE models. For the analysis, failure stresses were fitted to a three-parameter Weibull distribution. High mechanical strength was found in all the cases. The low quality quasi-mono wafers, interestingly, did not exhibit critical strength values for the PV industry, despite their noticeable density of extended defects.

Characterisation of laser hybrid welded dissimilar joints

The investigation addresses the over-all performance of dissimilar joints of low carbon steel and stainless steel thin sheets achieved by laser hybrid welding. First, the technological de-velopment of dissimilar laser hybrid welding of thin sheets is briefly pre-sented. Joint characterisation by means of macro and microstructural examination and hardness tests is fur-ther described. Microhardness testing was used as an alternative and effi-cient mean of assessing the changes in mechanical properties of difficult to characterize areas, like HAZ and fu-sion zone of these thin sheets Laser-GMA dissimilar welded joints. The overall tensile performance of the joint is discussed together with the weld metal strength overmatching. The ten-sile tests results indicate that in case of transversally loaded joints, the po-sitive difference in yield strength between the weld metal and the base materials (overmatching welds) may reduce the weight of the structure, without diminishing its strength.

Continuum models of the mechanical behavior of rolled and die-cast magnesium alloys

En los últimos años ha habido una fuerte tendencia a disminuir las emisiones de CO2 y su negativo impacto medioambiental. En la industria del transporte, reducir el peso de los vehículos aparece como la mejor opción para alcanzar este objetivo. Las aleaciones de Mg constituyen un material con gran potencial para el ahorro de peso. Durante la última década se han realizado muchos esfuerzos encaminados a entender los mecanismos de deformación que gobiernan la plasticidad de estos materiales y así, las aleaciones de Mg de colada inyectadas a alta presión y forjadas son todavía objeto de intensas campañas de investigación. Es ahora necesario desarrollar modelos que contemplen la complejidad inherente de los procesos de deformación de éstos. Esta tesis doctoral constituye un intento de entender mejor la relación entre la microestructura y el comportamiento mecánico de aleaciones de Mg, y dará como resultado modelos de policristales capaces de predecir propiedades macro- y microscópicas. La deformación plástica de las aleaciones de Mg está gobernada por una combinación de mecanismos de deformación característicos de la estructura cristalina hexagonal, que incluye el deslizamiento cristalográfico en planos basales, prismáticos y piramidales, así como el maclado. Las aleaciones de Mg de forja presentan texturas fuertes y por tanto los mecanismos de deformación activos dependen de la orientación de la carga aplicada. En este trabajo se ha desarrollado un modelo de plasticidad cristalina por elementos finitos con el objetivo de entender el comportamiento macro- y micromecánico de la aleación de Mg laminada AZ31 (Mg-3wt.%Al-1wt.%Zn). Este modelo, que incorpora el maclado y tiene en cuenta el endurecimiento por deformación debido a las interacciones dislocación-dislocación, dislocación-macla y macla-macla, predice exitosamente las actividades de los distintos mecanismos de deformación y la evolución de la textura con la deformación. Además, se ha llevado a cabo un estudio que combina difracción de electrones retrodispersados en tres dimensiones y modelización para investigar el efecto de los límites de grano en la propagación del maclado en el mismo material. Ambos, experimentos y simulaciones, confirman que el ángulo de desorientación tiene una influencia decisiva en la propagación del maclado. Se ha observado que los efectos no-Schmid, esto es, eventos de deformación plástica que no cumplen la ley de Schmid con respecto a la carga aplicada, no tienen lugar en la vecindad de los límites de baja desorientación y se hacen más frecuentes a medida que la desorientación aumenta. Esta investigación también prueba que la morfología de las maclas está altamente influenciada por su factor de Schmid. Es conocido que los procesos de colada suelen dar lugar a la formación de microestructuras con una microporosidad elevada, lo cuál afecta negativamente a sus propiedades mecánicas. La aplicación de presión hidrostática después de la colada puede reducir la porosidad y mejorar las propiedades aunque es poco conocido su efecto en el tamaño y morfología de los poros. En este trabajo se ha utilizado un enfoque mixto experimentalcomputacional, basado en tomografía de rayos X, análisis de imagen y análisis por elementos finitos, para la determinación de la distribución tridimensional (3D) de la porosidad y de la evolución de ésta con la presión hidrostática en la aleación de Mg AZ91 (Mg- 9wt.%Al-1wt.%Zn) colada por inyección a alta presión. La distribución real de los poros en 3D obtenida por tomografía se utilizó como input para las simulaciones por elementos finitos. Los resultados revelan que la aplicación de presión tiene una influencia significativa tanto en el cambio de volumen como en el cambio de forma de los poros que han sido cuantificados con precisión. Se ha observado que la reducción del tamaño de éstos está íntimamente ligada con su volumen inicial. En conclusión, el modelo de plasticidad cristalina propuesto en este trabajo describe con éxito los mecanismos intrínsecos de la deformación de las aleaciones de Mg a escalas meso- y microscópica. Más especificamente, es capaz de capturar las activadades del deslizamiento cristalográfico y maclado, sus interacciones, así como los efectos en la porosidad derivados de los procesos de colada. ---ABSTRACT--- The last few years have seen a growing effort to reduce CO2 emissions and their negative environmental impact. In the transport industry more specifically, vehicle weight reduction appears as the most straightforward option to achieve this objective. To this end, Mg alloys constitute a significant weight saving material alternative. Many efforts have been devoted over the last decade to understand the main mechanisms governing the plasticity of these materials and, despite being already widely used, high pressure die-casting and wrought Mg alloys are still the subject of intense research campaigns. Developing models that can contemplate the complexity inherent to the deformation of Mg alloys is now timely. This PhD thesis constitutes an attempt to better understand the relationship between the microstructure and the mechanical behavior of Mg alloys, as it will result in the design of polycrystalline models that successfully predict macro- and microscopic properties. Plastic deformation of Mg alloys is driven by a combination of deformation mechanisms specific to their hexagonal crystal structure, namely, basal, prismatic and pyramidal dislocation slip as well as twinning. Wrought Mg alloys present strong textures and thus specific deformation mechanisms are preferentially activated depending on the orientation of the applied load. In this work a crystal plasticity finite element model has been developed in order to understand the macro- and micromechanical behavior of a rolled Mg AZ31 alloy (Mg-3wt.%Al-1wt.%Zn). The model includes twinning and accounts for slip-slip, slip-twin and twin-twin hardening interactions. Upon calibration and validation against experiments, the model successfully predicts the activity of the various deformation mechanisms and the evolution of the texture at different deformation stages. Furthermore, a combined three-dimensional electron backscatter diffraction and modeling approach has been adopted to investigate the effect of grain boundaries on twin propagation in the same material. Both experiments and simulations confirm that the misorientation angle has a critical influence on twin propagation. Non-Schmid effects, i.e. plastic deformation events that do not comply with the Schmid law with respect to the applied stress, are absent in the vicinity of low misorientation boundaries and become more abundant as misorientation angle increases. This research also proves that twin morphology is highly influenced by the Schmid factor. Finally, casting processes usually lead to the formation of significant amounts of gas and shrinkage microporosity, which adversely affect the mechanical properties. The application of hydrostatic pressure after casting can reduce the porosity and improve the properties but little is known about the effects on the casting’s pores size and morphology. In this work, an experimental-computational approach based on X-ray computed tomography, image analysis and finite element analysis is utilized for the determination of the 3D porosity distribution and its evolution with hydrostatic pressure in a high pressure diecast Mg AZ91 alloy (Mg-9wt.%Al-1wt.%Zn). The real 3D pore distribution obtained by tomography is used as input for the finite element simulations using an isotropic hardening law. The model is calibrated and validated against experimental stress-strain curves. The results reveal that the pressure treatment has a significant influence both on the volume and shape changes of individuals pores, which have been precisely quantified, and which are found to be related to the initial pore volume. In conclusion, the crystal plasticity model proposed in this work successfully describes the intrinsic deformation mechanisms of Mg alloys both at the mesoscale and the microscale. More specifically, it can capture slip and twin activities, their interactions, as well as the potential porosity effects arising from casting processes.

Fracture propagation and stress corrosion in the case of dissimilar laser hybrid welded joints

The paper addresses the fracture propagation and stress corrosion behaviour of laser hybrid welds achieved between low carbon steel and stainless steel thin sheets. The crack propagation within these overmatched in strength welds was investigated by crack tip opening displacement (CTOD) on CT specimens notched transverse to the weld. A Digital Image Correlation System was used to qualify and estimate the initial crack length obtained by fatigue. The results are associated with the fractographic examinations of various regions of laser hybrid joints. Stress corrosion behaviour of the joint is also discussed.

Fracture micromechanisms and residual stresses of a highly resistant duplex stainless steel

The paper presents some preliminary results of an ongoing research intended to qualify a highly resistant duplex stainless steel wire as prestressing steel and, gets on insight on (he wires' fracture micromechanism and residual stresses field. SEM fractographic analysis of the stainless steel wires indicates an anisotropic fracture behavior in tension, in presence of surface flaws, attributed to the residual stresses generated through the fabrication process. The residual stresses magnitude influences the damage tolerance, its knowledge being a key issue in designating/qualifying the wires as prestressing steels.

Effect of Thermal Relaxation on LSP Induced Residual Stresses and Fatigue Life Enhancement of AISI 316L stainless steel

Effect of Thermal Relaxation on LSP Induced Residual Stresses and Fatigue Life Enhancement of AISI 316L stainless steel

Fracture micromechanisms and residual stresses of a highly resistant duplex stainless steel

The paper presents some preliminary results of an ongoing research intended to qualify a highly resistant duplex stainless steel wire as prestressing steel and, gets on insight on (he wires' fracture micromechanism and residual stresses field. SEM fractographic analysis of the stainless steel wires indicates an anisotropic fracture behavior in tension, in presence of surface flaws, attributed to the residual stresses generated through the fabrication process. The residual stresses magnitude influences the damage tolerance, its knowledge being a key issue in designating/qualifying the wires as prestressing steels.

Modelado de fractura dúctil sobre aceros modificados superficialmente 545-A

Históricamente la fractura ha sido considerada siempre como un efecto indeseado entre los materiales, dado que su aparición supone un cese del material en servicio, puesto que un material fracturado carece de importancia desde el punto de vista comercial. Consecuentemente, la Mecánica de Fractura ha experimentado un desarrollo importante en las últimas décadas como no lo hizo en toda la historia de los materiales. El desarrollo de nuevos campos a nivel científico y técnico han estado de la mano con el desarrollo de nuevos materiales que satisfagan las necesidades particulares de cada sector o aplicación. Este requerimiento se ve acentuado cuando se incorpora el aspecto económico, dado que, así como se necesitan materiales con mayor resistencia a la fractura, corrosión etc, también se necesita que su precio en el mercado sea accesible y que permita una aplicación rentable. En los últimos 70 años, desde los requerimientos de nuevos materiales resistentes a la fractura con los buques Liberty hasta el boom petrolero, pasando por las aplicaciones aeroespaciales se han desarrollado diversas teorías que explican el comportamiento de los materiales, en cuando a la tenacidad a la fractura en distintas temperaturas, composiciones químicas, materiales compuestos etc. Uno de los sectores que más ha demandado un desarrollo, por su amplitud en cuanto a requerimientos y consumo global, así como su impacto en la economía mundial, es el sector de gas, petróleo y petroquímica. Muchos de los proyectos que se intentaron desarrollar hasta hace menos de 25 años eran inviables por su elevado coste de ejecución y su bajo retorno de inversión debido a la caída de los precios del petróleo. Con una demanda creciente a nivel mundial y unos precios que apuntan hacia la estabilización o alza moderada, nuevos sistemas de trasporte por tuberías han sido necesarios desarrollar, desde el punto de vista de ingeniería, con el menos coste posible y de un modo seguro. Muchas de estas aplicaciones se vieron incrementadas cuando nuevos requerimientos en cuanto a resistencia a la corrosión fueron necesarios: demanda de materiales que no se corroan, con prestaciones seguras a nivel mecánico y un bajo coste. Esta nueva etapa se conoce como Aleaciones Resistentes a la Corrosión (CRA´s por sus siglas en inglés) en las cuales uno de los factores de diseño seguro recaían indiscutiblemente en la mecánica de fractura. Por estas razones era necesario entender como influía en la resistencia a la fractura las aportaciones que podrían hacerse sobre una superficie metálica. Al realizar el presente estudio se comenzó analizando la influencia que tenían modificaciones en el rango iónico sobre aceros al carbono. Estudios previos sobre láminas de acero ferrítico usadas en reactores de fisión nuclear demostraron que aportes de iones, en este particular el Helio, influían en el comportamiento de la tenacidad a la fractura en función de la temperatura. De este modo, un primer análisis fue hecho sobre la influencia de iones de nitrógeno aportados sobre superficies de acero al carbono y como modificaban su tenacidad a la fractura. Este primer análisis sirvió para comprobar el impacto que tenían pequeñas dosis de iones de nitrógeno en la tenacidad a la fractura. Otro desarrollo con una mayor aplicación industrial fue hecho sobre superficies de acero al carbono con aporte por soldadura de los materiales más usados para evitar la corrosión. El análisis se centró fundamentalmente en la influencia que tenían distintos materiales aportados como el MONEL 400, DUPLEX 928, INCONEL 625 y STAINLESS-STEEL 316 en referencia a características de diseño como la tensión elástica y la tensión a la rotura. Este análisis permitió conocer el impacto de los materiales aportados en los ensayos de tracción en probetas de acero al carbono. Una explicación acerca del comportamiento fue soportada por el análisis macrofractográfico de los perfiles fracturados y las macro deformaciones en la superficie de las probetas. Un posterior desarrollo teórico permitió modelar matemáticamente la fractura de las probetas aportadas por soldadura en la región elástica por medio de la Ley de Hooke, así como la teoría de Plasticidad de Hill para la región de deformación plástica. ABSTRACT Fracture mechanics has been extensively studied in the last 70 years by the constant requirements of new materials with low costs. These requirements have allowed surface modified welded materials in which it is necessary to know the influence of design fundamentals with the material surface welded. Several specimens have been studied for ductile fracture in longitudinal tensile tests for carbon steel surface-modified by weld overlay MONEL 400, DUPLEX 928, INCONEL 625 and STAINLESS-STEEL 316. Similarly of macro photographic analyzes to level the fractured surfaces that explain the behavior curves obtained in Tensile – displacement charts. The contribution of weld overlay material shows a significant impact on the yield and tensile stress of the specimens which was modeled according to Hooke's law for elastic area and Hill´s theory of plasticity to the plastic one.

Colonización bacteriana y oxidación de aceros inoxidables austeníticos, ferríticos y dúplex sinterizados

Las características y capacidades de los aceros inoxidables sinterizados se han investigado en una doble vertiente. Por una parte con vista a sus capacidades de resistencia a la oxidación en caliente y por otra parte se ha investigado su capacidad para retener microorganismos que contribuyan a la descontaminación de un ambiente. Por ello, para cada una de estas funciones se han utilizado los aceros inoxidables sinterizados, que se han considerado más adecuados. Para estudiar sus capacidades de resistencia a la oxidación en caliente se ha utilizado un acero inoxidable austenítico AISI 304L, un acero inoxidable ferrítico AISI 430L y un acero inoxidable Fe-16Cr-3Al. Para estudiar sus capacidades para retener microorganismos se ha utilizado un acero inoxidable austenítico AISI 316L, un acero inoxidable ferrítico AISI 430L y un acero inoxidable dúplex 50%/50% de los anteriores. Para esta última finalidad los aceros se han compactado a tres diferentes presiones 300, 500 y 700 MPa, a las que corresponden diferentes porosidades. En relación con el comportamiento frente a la oxidación en caliente, se han cuantificado los incrementos positivos o negativos de volumen, masa y densidad en los diferentes tipos de sinterización y estados de tratamiento de oxidación. Como tónica general de comportamiento, puede decirse que los aceros sinterizados bajo vacío son más resistentes a la oxidación, que los sinterizados en atmósfera de N2-5H2 y que los aceros inoxidables austeníticos son algo más resistentes, que los Cr-Al y estos, a su vez, más que los aceros inoxidables ferríticos. Respecto a la retención de microorganismos, los tres aceros inoxidables sinterizados se han ensayado en diferentes medios de cultivo, utilizando cuatro especies de bacterias. Los mejores resultados se han obtenido con Staphylococcus aureus, muy favorable para su observación y recuento. Se han cuantificado, una vez sinterizados y colonizados por los microorganismos, para cada material y presión de compactación, las áreas de cada uno de los poros y el número de microorganismos situados en los poros y en la superficie sin poros. Se ha establecido en cada caso la densidad de microorganismos en las zonas de poros y en las zonas sin poros. Como tónica general puede decirse, que los aceros inoxidables austeníticos aparecen más favorables para estos estudios, que los aceros dúplex y estos más que los inoxidables ferríticos. Asimismo, se desprende que las áreas de los poros dependen de forma unívoca de la presión de compactación y que para áreas de poros decrecientes las densidades de microorganismos son crecientes. En consecuencia, podría deducirse, que a igualdad de área de poros en una superficie, aquella que tuviera los poros más pequeños, retendría mayor cantidad de bacterias. ABSTRACT The characteristics and capacities of sintered stainless steels have been researched from two perspectives: firstly, with a view to their resistance to hot oxidation, and secondly their capacity to retain microorganisms able to decontaminate the environment. For both these functions, sintered stainless steels were used, which are considered to be the most fit for purpose. To study their resistance to hot oxidation, we used austenitic stainless steel AISI 304L, ferritic stainless steel AISI 430L and stainless steel Fe-16Cr-3Al. To study their ability to retain microorganisms, we used austenitic stainless steel AISI 316L, ferritic stainless steel AISI 430L, and duplex stainless steel, being a 50/50 blend of the two former ones. For this last purpose, the steels were compacted at three different pressures (300, 500 and 700 MPa) corresponding to different porosities. With regard to the hot oxidation, we quantified the positive or negative increments in volume, mass and density in the different types of sintering and oxidation treatment states. As a general performance trend, we observed that vacuum sintered steels are more resistant to oxidation than those sintered in an atmosphere of N2-5H2, and that austenitic stainless steels are slightly more resistant than the Cr-Al steels which, in turn, are more resistant than the ferritic stainless steels. With regard to the retention of microorganisms, the three sintered stainless steels were tested in different culture media using four types of bacteria. The best results for observation and counting were obtained with Staphylococcus aureus bacteria. Once sintered and colonized by microorganisms, for each material and compacting pressure we quantified the areas of the pores and the number of microorganisms situated in the pores and on the pore-free surface. In each case, the density of microorganisms in the pores and in the pore-free areas was established. As a general rule, we can say that the austenitic stainless steels appear to be more favourable for this type of study than the duplex steels which, in turn, are more favourable than the ferritic stainless steels. It also emerged that the areas with the pores depend unequivocally on the compacting pressure, and that the smaller the area of the pore the higher the density of the microorganisms. Consequently, it can be deduced that comparing an equal area of pores on a surface, the one with the smaller pores would retain a larger number of bacteria.

Microstructural and mechanical study of AL2O3/Er3Al5O12 eutectic rods grown by the laser floating zone method

Eutectic rods of Al2O3–Er3Al5O12 were grown by directional solidification using the laser-heated floating zone method at rates in the range 25–1500 mm/h. Their microstructure and mechanical properties (hardness, toughness and strength) were investigated as a function of the growth rate. A homogeneous and interpenetrated microstructure was found in most cases, and interphase spacing decreased with growth rate following the Hunt–Jackson law. Hardness increased slightly as the interphase spacing decreased while toughness was low and independent of the microstructure. The rods presented very high bending strength as a result of the homogeneous microstructure, and their strength increased rapidly as the interphase spacing decreased, reaching a maximum of 2.7 GPa for the rods grown at 750 mm/h. The bending strength remained constant up to 1300 K and decreased above this temperature. The relationship between the microstructure and the mechanical properties was established from the analysis of the microstructure and of the fracture mechanisms

Behaviour of steel prestressing wires under extreme conditions of strain rate and temperature

The purpose of this paper is to provide information on the behaviour of steel prestressing wires under likely conditions that could be expected during a fire or impact loads. Four loadings were investigated: a) the influence of strain rate – from 10–3 to 600 s–1 – at room temperature, b) the influence of temperature – from 24 to 600 °C – at low strain rate, c) the influence of the joint effect of strain rate and temperature, and d) damage after three plausible fire scenarios. At room temperature it was found that using “static” values is a safe option. At high temperatures our results are in agreement with design codes. Regarding the joint effect of temperature and strain rate, mechanical properties decrease with increasing temperature, although for a given temperature, yield stress and tensile strength increase with strain rate. The data provided can be used profitably to model the mechanical behaviour of steel wires under different scenarios.

In situ acoustic methods to estimate the physical and mechanical aging of oriented strand board

Following the success achieved in previous research projects usin non-destructive methods to estimate the physical and mechanical aging of particle and fibre boards, this paper studies the relationships between aging, physical and mechanical changes, using non-destructive measurements of oriented strand board (OSB). 184 pieces of OSB board from a French source were tested to analyze its actual physical and mechanical properties. The same properties were estimated using acoustic non-destructive methods (ultrasound and stress wave velocity) during a physical laboratory aging test. Measurements were recorded of propagation wave velocity with the sensors aligned, edge to edge, and forming an angle of 45 degrees, with both sensors on the same face of the board. This is because aligned measures are not possible on site. The velocity results are always higher in 45 degree measurements. Given the results of statistical analysis, it can be concluded that there is a strong relationship between acoustic measurements and the decline in physical and mechanical properties of the panels due to aging. The authors propose several models to estimate the physical and mechanical properties of board, as well as their degree of aging. The best results are obtained using ultrasound, although the difference in comparison with the stress wave method is not very significant. A reliable prediction of the degree of deterioration (aging) of board is presented.

An Interval-based Multiobjective Approach to Feature Subset Selection Using Joint Modeling of Objectives and Variables

This paper studies feature subset selection in classification using a multiobjective estimation of distribution algorithm. We consider six functions, namely area under ROC curve, sensitivity, specificity, precision, F1 measure and Brier score, for evaluation of feature subsets and as the objectives of the problem. One of the characteristics of these objective functions is the existence of noise in their values that should be appropriately handled during optimization. Our proposed algorithm consists of two major techniques which are specially designed for the feature subset selection problem. The first one is a solution ranking method based on interval values to handle the noise in the objectives of this problem. The second one is a model estimation method for learning a joint probabilistic model of objectives and variables which is used to generate new solutions and advance through the search space. To simplify model estimation, l1 regularized regression is used to select a subset of problem variables before model learning. The proposed algorithm is compared with a well-known ranking method for interval-valued objectives and a standard multiobjective genetic algorithm. Particularly, the effects of the two new techniques are experimentally investigated. The experimental results show that the proposed algorithm is able to obtain comparable or better performance on the tested datasets.