语义词特征提取及其在维吾尔文文本分类中的应用

基于机器学习的文本分类中,维吾尔文传统分词方法表现出非常明显的不足和局限性。该文使用另外一种维吾尔文自动分词方法dme-TS。dme-TS中,不再以词间空格作为切分标记提取词特征,而是用一种组合统计量(dme)来度量文本中相邻单词之间的关联程度,并以dme度量的弱关联的词间位置作为切分点,提取对学习算法真正有意义的语义词特征。实验结果表明,用dme-TS提取文本特征可以降低特征空间的维度,同时也能有效的提高传统以单词为特征的分类算法的性能。     

Accelerating development with agent components

As the demand for more flexible, adaptable, extensible, and robust Web based enterprise application systems accelerates, adopting new software engineering methodologies and development strategies becomes critical. These strategies must support the construction of enterprise software systems that assemble highly flexible software components written at different times by various developers. Traditional software development strategies and engineering methodologies, which require development of software systems from scratch, fall short in this regard. Component based software engineering offers an attractive alternative for building Web based enterprise application systems. CBSE works by developing and evolving software from selected reusable software components, then assembling them within appropriate software architectures. By promoting the use of software components that commercial vendors or in-house developers build, the component based software development approach promises large scale software reuse     

Gas-phase driven nano-machined TiO2 ceramics

A simple, inexpensive gas phase reaction termed as “nanocarving process” converts TiO₂ grains into arrays of single crystal nanofibers by selective and anisotropic etching. This process is conducted by exposing dense polycrystalline TiO₂ to a H₂/N₂ environment at 700 °C. The dimensions of nanofibers are around 20 nm in diameter and 1 μm in length. The preferred crystallographic orientation for the nanocarving process is the <001> direction. Nanoparticles composed of Fe and Ni were observed on the surface of TiO₂ that formed nanofiber tips. Sintering parameters before the nanocarving treatment play a critical role in the formation of nanofibers. As sintering temperature and time increased, the rate of nanofiber generation decreased. Moreover, it was observed that by varying the heat treatment conditions, it is possible to create other structures like nanowhiskers and nanofilaments. Nanowhiskers were formed by reoxidation of nanofiber-formed TiO₂ over 600 °C. Nano-filaments were generated by heat treating sintered TiO₂ in N₂-carrying water vapor at 700 °C.     

Microstructure, permeability and rheological behavior of lost foam refractory coatings

The effect of microstructure on rheology and permeability of three commercial lost foam refractory coatings available on the market called samples I, II, and III, respectively was investigated in this study. Thermal gravimetric/differential thermal analysis (TG/DTA) method was used for detailed analysis of the organic components and to determine the thermal stability of the coatings. Particle shape and size and particle size distribution (PSD) were obtained by optical microscopy and morphological studies were carried out by scanning electron microscopy (SEM). Also the scanning electron microscopy energy dispersive X-ray analysis (SEM/EDXA) technique was used for elemental analysis of refractory particles. To determine the crystalline structure of the samples, X-ray diffraction (XRD) analysis was carried out. Permeability measurements were conducted with a modified apparatus originally used for determining the permeability of casting sand. Finally the rheological behavior of the samples was investigated using a rotating coaxial rheometer to provide the flow curve for coating suspensions. The studies revealed that coating I has the highest permeability, which can be due to its large mean particle size and wide particle size distribution (PSD). Furthermore it was found that the investigated refractory coatings behave as non-Newtonian fluids with shear thinning behavior. All coatings exhibited yield stresses, indicate that they behave as Bingham-type pseudoplastic fluids.     

Human immunodeficiency virus infection and stroke in young patients

OBJECTIVE: To determine the association between human immunodeficiency virus (HIV) infection and stroke among young persons. DESIGN: Retrospective case-control study. SETTING: Large, inner-city public hospital. PARTICIPANTS: All patients aged 19 to 44 years with a diagnosis of stroke, whose HIV status was determined, admitted from January 1990 through June 1994. Controls matched for age and sex were selected from patients who were admitted during the same period for status asthmaticus whose HIV status was known. MAIN OUTCOME MEASURE: The associations of HIV infection with all strokes and with cerebral infarction, after adjustment for other cerebrovascular risk factors, were evaluated by Mantel-Haenszel stratified analyses. The subtypes and causes of stroke in HIV-infected patients were compared with HIV-seronegative patients. RESULTS: The HIV infection was associated with stroke (odds ratio [OR], 2.3; 95% confidence interval [CI], 1.0-5.3) and cerebral infarction (OR, 3.4; 95% CI, 1.1-8.9), after adjustment for other cerebrovascular risk factors. Among patients with stroke, cerebral infarction was more frequent in HIV-infected patients than in HIV-seronegative patients (20 [80%] of 25 vs 48 [56%] of 88, P = .04). The frequency of cerebral infarctions associated with meningitis (P < .001) and protein S deficiency (P = .06) was higher in HIV-infected patients than in seronegative patients. CONCLUSIONS: Our study suggests that HIV infection is associated with an increased risk of stroke, particularly cerebral infarction in young patients. This risk is probably mediated by increased susceptibility of HIV-infected patients to meningitis and protein S deficiency.     

Probabilistic stability of uncertain composite plates and stochastic irregularity in their buckling mode shapes: A semi-analytical non-intrusive approach

In this study, the mechanical properties of the composite plate were considered Gaussian random fields and their effects on the buckling load and corresponding mode shapes were studied by developing a semi-analytical non-intrusive approach. The random fields were decomposed by the Karhunen−Loève method. The strains were defined based on the assumptions of the first-order and higher-order shear-deformation theories. Stochastic equations of motion were extracted using Euler–Lagrange equations. The probabilistic response space was obtained by employing the non-intrusive polynomial chaos method. Finally, the effect of spatially varying stochastic properties on the critical load of the plate and the irregularity of buckling mode shapes and their sequences were studied for the first time. Our findings showed that different shear deformation plate theories could significantly influence the reliability of thicker plates under compressive loading. It is suggested that a linear relationship exists between the mechanical properties’ variation coefficient and critical loads’ variation coefficient. Also, in modeling the plate properties as random fields, a significant stochastic irregularity is obtained in buckling mode shapes, which is crucial in practical applications.     

Electrical and rheological properties of PMMA/LDPE blends filled with carbon black

Conductive immiscible multiphase blends of PMMA/LDPE filled with carbon black (CB) were studied in this work. Thermo-electrical behavior of the blends was compared with the composites made up of individual polymers in the blend, PMMA and LDPE filled with CB. The conductivity of the immiscible binary blend at different CB content was followed and modeled using a model circuit in which resistors resembling different phases and the interface between them present in the blend. Electrical percolation threshold was measured for the blend and compared with the single component polymers in order to judge the preferred phase for CB distribution in it. Rheological network formation by CB particles in the blend was also studied using dynamic rheology. The effect of CB loading on the morphology of the multiphase blend was also studied using FESEM images. Theoretical models were also used to predict the percolation thresholds for electrical and rheological network formation and compared with the experimental values.     

Mechanism of gas absorption enhancement in a slurry droplet containing reactive, sparingly soluble microparticles

The absorption of a gaseous species by a slurry droplet containing reactive and sparingly soluble microparticles is numerically simulated. The problem studied is relevant to spray flue gas desulfurization systems and the objective of this study was to elucidate the effect of the reactive solid particles on the parameters that determine the mass transfer processes. Spherical droplets with internal circulation similar to Hill’s vortex flow were considered. Quasi-steady conservation equations representing the absorbed and dissolved reactant species and equations representing the dissolution of particles were numerically solved using the droplet internal circulation streamline as a coordinate. Second-order and instantaneous chemical reactions were both addressed. The results show that the reactant microparticles enhance the absorption rate by increasing the gradient of the absorbed species beneath the droplet surface. The relative effect of solid particles depends strongly on the droplet internal circulation and diminishes as stronger recirculation occurs.