A coupled discriminative dictionary and transformation learning approach with applications to cross domain matching

Cross domain and cross-modal matching has many applications in the field of computer vision and pattern recognition. A few examples are heterogeneous face recognition, cross view action recognition, etc. This is a very challenging task since the data in two domains can differ significantly. In this work, we propose a coupled dictionary and transformation learning approach that models the relationship between the data in both domains. The approach learns a pair of transformation matrices that map the data in the two domains in such a manner that they share common sparse representations with respect to their own dictionaries in the transformed space. The dictionaries for the two domains are learnt in a coupled manner with an additional discriminative term to ensure improved recognition performance. The dictionaries and the transformation matrices are jointly updated in an iterative manner. The applicability of the proposed approach is illustrated by evaluating its performance on different challenging tasks: face recognition across pose, illumination and resolution, heterogeneous face recognition and cross view action recognition. Extensive experiments on five datasets namely, CMU-PIE, Multi-PIE, ChokePoint, HFB and IXMAS datasets and comparisons with several state-of-the-art approaches show the effectiveness of the proposed approach. (C) 2015 Elsevier B.V. All rights reserved.

A coupled discriminative dictionary and transformation learning approach with applications to cross domain matching

Cross domain and cross-modal matching has many applications in the field of computer vision and pattern recognition. A few examples are heterogeneous face recognition, cross view action recognition, etc. This is a very challenging task since the data in two domains can differ significantly. In this work, we propose a coupled dictionary and transformation learning approach that models the relationship between the data in both domains. The approach learns a pair of transformation matrices that map the data in the two domains in such a manner that they share common sparse representations with respect to their own dictionaries in the transformed space. The dictionaries for the two domains are learnt in a coupled manner with an additional discriminative term to ensure improved recognition performance. The dictionaries and the transformation matrices are jointly updated in an iterative manner. The applicability of the proposed approach is illustrated by evaluating its performance on different challenging tasks: face recognition across pose, illumination and resolution, heterogeneous face recognition and cross view action recognition. Extensive experiments on five datasets namely, CMU-PIE, Multi-PIE, ChokePoint, HFB and IXMAS datasets and comparisons with several state-of-the-art approaches show the effectiveness of the proposed approach. (C) 2015 Elsevier B.V. All rights reserved.

Long-period modulated structure and electric-field-induced structural transformation in Na0.5Bi0.5TiO3-based lead-free piezoelectrics

Na0.5Bi0.5TiO3- based lead-free piezoelectrics exhibiting giant piezostrain are technologically interesting materials for actuator applications. The lack of clarity with regard to the structure of the nonpolar phase of this system has hindered the understanding of the structural mechanism associated with the giant piezostrain and other related phenomena. In this paper, we have investigated the structure and field-induced phase transformation behavior of a model system (0.94 - x) Na0.5Bi0.5TiO3-0.06BaTiO(3)-xK(0.5)Na(0.5)NbO(3) (0.0 <= x <= 0.025). A detailed structural analysis using neutron powder diffraction revealed that the nonpolar phase is neither cubic nor a mixture of rhombohedral (R3c) and tetragonal (P4bm) phases as commonly reported in literature but exhibits a long-period modulated structure, which is most probably of the type root 2 x root 2 x n with n = 16. Our results suggest that the giant piezoelectric strain is associated with a field-induced phase transformation of the long-period modulated structure to rhombohedral R3c structure above a critical field. We also demonstrate that the giant piezostrain is lost if the system retains a fraction of the field-induced R3c phase. A possible correlation among depolarization temperature, giant piezostrain, and its electrical fatigue behavior has also been indicated.

Deformation, Phase Transformation and Recrystallization in the Shear Bands Induced by High-Strain Rate Loading in Titanium and its Alloys

alpha-titanium and its alloys with a dual-phase structure (alpha+beta) were deformed dynamically under strain rate of about 10(4) s(-1). The formation and microstructural evolution of the localized shear bands were characterized by scanning electron microscopy (SEM) and transmission electron microscopy (TEM). The results reveal that both the strain and strain rate should be considered simultaneously as the mechanical conditions for shear band formation, and twinning is an important mode of deformation. Both experimental and calculation show that the materials within the bands underwent a superhigh strain rate (9 x 10(5) s(-1)) deformation, which is two magnitudes of that of average strain rate required for shear band formation; the dislocations in the bands can be constricted and developed into cell structures; the phase transformation from alpha to alpha(2) within the bands was observed, and the transformation products (alpha(2)) had a certain crystallographic orientation relationship with their parent; the equiaxed grains with an average size of 10 mu m in diameter observed within the bands are proposed to be the results of recrystallization.

A Quantitative Analysis of the Effect of Laser Transformation Hardening on Crack Driving Force in Steels

A mechanical model of a laser transformation hardening specimen with a crack in the middle of the hardened layer is developed to quantify the effects of the residual stress and hardness gradient on crack driving force in terms of J-integral. It is assumed

Evaluación del uso y manejo de las técnicas impulsadas por PRODES (Proyecto de Desarrollo Rural) en crianza de gallinas de patio en el municipio de Nueva Guinea, Nicaragua

El presente trabajo se realizó en el municipio de Nueva Guinea, departamento de la Región Autónoma Atlántico Sur (RAAS). Los objetivos fueron: Evaluar el nivel de adopción de las técnicas impulsadas por el Proyecto de Desarrollo Rural (PRODES), tales como; uso y manejo de las técnicas de alimentación; sanidad animal; e infraestructura, en la crianza de gallinas de patio. Determinar el aporte de la familia. Identificar los mecanismos de difusión de tecnología más utilizados en dicho proyecto. El trabajo contempló las siguientes fases: coordinación con PRODES, Definición del grupo de evaluación y tamaño de la muestra (27% de los productores, equivalente a 200 encuestas). Muestreo aleatorio con los productores beneficiarios del proyecto (fincas de referencia y miembros de grupo). La encuesta contenía los siguientes componentes: información general del productor, Inventario de aves, Alimentación, Salud, Infraestructura y, Difusión de tecnologías. Las variables se clasificaron en cualitativas, referidas al uso o no uso de las técnicas. Dichas variables fueron: uso de lombrices de tierra en la alimentación, uso de concentrados caseros, uso de minerales y, uso de pastoreo en las aves. Variables medidas mediante la cuantificación del número de productores que utilizaron las diferentes tecnologías en relación con la muestra, expresadas en porcentajes. El manejo de la tecnología de alimentación, se evaluó a través de: Frecuencias de uso de concentrado casero, y/o de minerales, tipos de ingredientes y de minerales. El componente salud consideró las variables; usos de desparasitantes, vitaminas, vacunas (Newcastle y, Viruela aviar). El manejo de tecnología en salud se evaluó mediante: Frecuencias de uso de desparasitantes, y/o vitaminas, frecuencia de vacunación (Newcastle y Viruela aviar), tipos de desparasitantes y de vitaminas. El componente de infraestructura referido al gallinero consideró: uso de gallinero, de cercas en gallinero y, de caseta. El manejo de tecnologías incluyó las variables: tipos de materiales usados en las cercas y de casetas. El componente difusión de tecnología, se evaluó mediante el número de aves prestadas, regaladas o vendidas, entre los productores, el componente participación de género cuantificó los miembro de la familia que participan en la crianza, expresadas en porcentajes. Las variables cuantitativas contemplaron el inventario del hato. El nivel de uso y manejo de las diferentes tecnologías, se analizó a través de frecuencias que permitieron medir el número de veces de ocurrencia de un suceso. Los resultados muestran que hubo un alto nivel de uso de concentrados caseros, desparasitantes, vacunas contra Newcastle y uso de infraestructura, no así, en cuanto al uso del pastoreo, minerales, vitaminas y vacuna (Viruela aviar). Con relación al manejo, se observaron deficiencias en la frecuencia de uso recomendadas por el proyecto. Las encuestas revelaron de forma significativa, la participación de la mujer. De los mecanismos de difusión de estas tecnologías el más común fue el regalo de huevo.

Caracterización del manejo zootécnico del cerdo criollo (Sus scrofa domesticus) en el área rural del municipio de Río Blanco, Matagalpa, 2013

El cerdo fue introducido a Nicaragua en el año 1493, durante el segundo viaje que Cristóbal Colón realizara a América durante la colonización española. La crianza de cerdo de traspatio en el país juega un rol importante en la economía de las familias rural es, siendo característica la presencia de animales criollos. Estos animales representan un recurso adaptado a condiciones adversas de crianza. El presente trabajo se realizó en el municipio de Río Blanco departamento de Matagalpa, con el objetivo de caracterizar el manejo zootécnico del cerdo criollo. Para recabar la información se diseñó un instrumento con preguntas abiertas y cerradas (encuesta) que incluyó los componentes: socioeconómico, alimentación, salud, genética , producción y reproducción, mediante un sondeo previo. Se realizaron entrevistas al nivel de tod o el sector rural del municipio, utilizando el criterio de selección de la cría de al menos 3 cerdos, las comunidades incluidas fueron un total de 20 con un total de 68 productores y se registrar con 548 cerdos. Del total de productores el 52.94% de encuestados eran mujeres y el 47.05% eran hombres, con un promedio de edad de 43.73 años; según el estudio, el papel de la mujer en la actividad de crianza de cerdos criollos en la zona rural es impactante, pues alcanza el 98% como principal ocupación. En lo que respecta a la alimentación de los cerdos en el municipio , esta tiene como base granos básicos, tubérculos y musáceas, además de los desperdicios de cocina. La base genética de los cerdos en el municipio está constituida principalmente por grupos raciales de animales criollos con características diversas en cuanto a su exterior. Según los productores en el último año se registró un 39. 71% de muertes, mientras que el 60. 29 afirmó lo contrario, el 34. 37% de muertes ocurre por trastornos de la salud, un 34 . 37% por causas desconocidas, un 21. 87% por plastamientos y un 9. 37% por diarrea. Las categorías de cerdos lactantes y en desarrollo son las más propensas a trastornos de la salud con un 56% cada un a, la categoría de cerdos en crecimiento con un 32%, cerdas adultas y engorde con 24% y cerdos adultos con 16%. En las cerdas reproductoras se estimó según la información brindada, que incorporan a la cerda hacia los 6.51 meses, obteniendo un promedio de 1. 87 partos por año, con una prolificidad de 8.11 cerditos por camada con una viabilidad del 88.26% que equivale a 7. 16 cerditos por camada al destete. De manera general, se observó que para mejorar la producción de cerdos en la zona, no es necesario reemplazar totalmente a los cerdos criollos por razas mejoradas, sino que hay que mejorar las condiciones de crianza y manejo que hasta el momento se les ofrece

Martensitic transformation under impact with high strain rate

This paper deals with the quantitative prediction of the volume fraction of martensitic transformation in a austenitic steel that undergoes impact with high strain rate. The coupling relations between strain, stress, strain rate, transformation rate and transformed fraction were derived from the OTC model and modified Bodner-Partom equations, where the impact process was considered as an adiabatic and no entropy-increased process (pressure less than or equal to 20GPa). The one-dimensional results were found to model and predict various experimental results obtained on 304 stainless steel under impact with high strain rate.

Gamma -> Epsilon Martensite Transformation and Twinning Deformation in fcc Cobalt During Surface Mechanical Attrition Treatment

The deformation microstructure of face-centered cubic cobalt subjected to surface mechanical attrition treatment was studied as a function of strain levels. Strain-induced gamma --> epsilon transformation and twinning deformation were evidenced by transmission electron microscopy and were found to progress continuously in ultrafine and nanocrystalline grains as the strain increased.

A Thermodynamic Constitutive Model for Stress Induced Phase Transformation in Shape Memory Alloys

In this paper a thermodynamic constitutive model is developed for stress induced phase transformation in single crystalline and polycrystalline shape memory alloys (SMAs). Volume fractions of different martensite variants are chosen as internal variables to describe the evolution of microstructure state in the material. This model is then used in prediction the transformation behavior of a SMA (Cu-Al-Zn-Mn) under complex thermomechanical load (including complete and incomplete transformation in mechanical cycling, and proportional/non-proportional loading). (C) 2002 Elsevier Science Ltd. All rights reserved.

Numerical Investigation on Laser Transformation Hardening with Different Temporal Pulse Shapes

A 3-D numerical model for pulsed laser transformation hardening (LTH) is developed using the finite element method. In this model, laser spatial and temporal intensity distribution, temperature-dependent thermophysical properties of material, and multi-phase transformations are considered. The influence of laser temporal pulse shape on connectivity of hardened zone, maximum surface temperature of material and hardening depth is numerically investigated at different pulse energy levels. Results indicate that these hardening parameters are strongly dependent on the temporal pulse shape. For the rectangular temporal pulse shape, the temperature field obtained from this model is in excellent agreement with analytical solution, and the predicted hardening depth is favorably compared with experimental one. It should be pointed out that appropriate temporal pulse shape should be selected according to pulse energy level in order to achieve desirable hardening quality under certain laser spatial intensity distribution.

Numerical Simulation of 3D-Thermal Field with Phase Transformation

以激光熔凝表面强韧化处理为背景,应用空间的弹塑性有限单元和高精度的数值算法、同时考虑材料组织性能的变化来模拟材料的温度场。主要研究激光熔凝加工中瞬时温度场数值模拟,同时考虑相变潜热的影响,为第二步热应力场及残余应力的数值模拟做准备。最后用算例验证了模型的正确性,并给出了不同时刻温度场的分布。

Thermodynamics of the displacive mechanism of alpha(1) transformation in a beta

Thermodynamics of the displacive mechanism of plate-shaped phase alpha(1) was analyzed in beta'Cu-Zn alloys. It was proposed that the displacive transformation of the alpha(1) plate took place in the solute-depleted region formed in the parent phase during the incubation period. The thermodynamic analysis indicated that the driving force of alpha(1) transformation, Delta G, increased with the reduction of x(d), the solute concentration of the depleted region. And, Delta G could overcome-the transformation barrier with solute depletion to a certain degree. In addition, x(d) was higher than the equilibrium concentration in the phase diagram. Therefore, the shear formation of alpha(1) plate in the solute-depleted region was thermodynamically supported.