74 research outputs found

    Oracally Efficient Two-Step Estimation of Generalized Additive Model

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    Generalized additive models (GAM) are multivariate nonparametric regressions for non-Gaussian responses including binary and count data. We propose a spline-backfitted kernel (SBK) estimator for the component functions. Our results are for weakly dependent data and we prove oracle efficiency. The SBK techniques is both computational expedient and theoretically reliable, thus usable for analyzing high-dimensional time series. Inference can be made on component functions based on asymptotic normality. Simulation evidence strongly corroborates with the asymptotic theory.Bandwidths, B spline, knots, link function, mixing, Nadaraya-Watson estimator

    Thermal Stability of Ultrafine Grained CuCrZr Alloy Produced by Continuous Extrusion

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    The Cu-0.36Cr-0.15Zr alloy was prepared by solid solution, continuous extrusion and cold deformation. The microstructural evolution, microhardness and the thermal analysis were examined for the alloy after annealing treatment at different temperatures ranging from 300 oC to 700 oC. Experimental results show that the microstructure of the alloy remains stable after annealed below 500 oC due to the pinning effect of dislocations from the nanoscale precipitates. However, recrystallization and grain growth took place after a 600 oC annealing treatment when the precipitates grew up and lose inhibition of movement of dislocations and grain boundaries. Meanwhile, the higher dislocation density and finer grains introduced by continuous extrusion accelerate the recrystallization process compared with that prepared by the traditional rolling process

    PSO-GA Based Resource AllocationStrategy for Cloud-Based SoftwareServices with Workload-Time Windows

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    Cloud-based software services necessitate adaptive resource allocation with the promise of dynamic resource adjustment for guaranteeing the Quality-of-Service (QoS) and reducing resource costs. However, it is challenging to achieve adaptive resource allocation for software services in complex cloud environments with dynamic workloads. To address this essential problem, we propose an adaptive resource allocation strategy for cloud-based software services with workload-time windows. Based on the QoS prediction, the proposed strategy first brings the current and future workloads into the process of calculating resource allocation plans. Next, the particle swarm optimization and genetic algorithm (PSO-GA) is proposed to make run time decisions for exploring the objective resource allocation plan. Using the RUBiS benchmark, the extensive simulation experiments are conducted to validate the effectiveness of the proposed strategy on improving the performance of resource allocation for cloud-based software services.The simulation results show that the proposed strategy can obtain a better trade-off between the QoS and resource costs than two classic resource allocation methods.publishedVersio

    Influence of concentration of vanadium in zinc oxide on structural and optical properties with lower concentration

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    ZnO films doped with different vanadium concentrations are deposited onto glass substrates by dc reactive magnetron sputtering using a zinc target doped with vanadium. The vanadium concentrations are examined by energy dispersive spectroscopy (EDS) and the charge state of vanadium in ZnO thin films is characterized by x-ray photoelectron spectroscopy. The results of x-ray diffraction (XRD) show that all the films have a wurtzite structure and grow mainly in the c-axis orientation. The grain size and residual stress in the deposited films are estimated by fitting the XRD results. The optical properties of the films are studied by measuring the transmittance. The optical constants (refractive index and extinction coefficient) and the film thickness are obtained by fitting the transmittance. All the results are discussed in relation with the doping of the vanadium.Supported by the National Natural Science Foundation of China under Grant Nos 60576016, 10774013, 10804006 and 10434030 (key project), the National High-Tech Research and Development Program of China under Grant No 2006AA03Z0412, the Natural Science Foundation of Beijing under Grant No 2073030, the National Basic Research Program of China under Grant No 2003CB314707, and Beijing Jiao Tong University under Grants Nos 2005SM057, 2006XM043 and 141028522

    Thermochromic properties of vanadium oxide films prepared by dc reactive magnetron sputtering

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    A transparent vanadium oxide film has been one of the most studied electrochromic (EC) and Thermochromic (TC) materials. Vanadium oxide films were deposited at different substrate temperatures up to 400 Ā°Cand different ratios of the oxygen partial pressure (PO2). SEM,AFMand X-ray diffraction's results show detail structure data of the films. IR mode assignments of the films measured by IR reflectionā€“absorbance in NGIA (near grazing incidence angle) are given. It is found that the film has V2O5 and VO2 combined structures. The films exhibit clear changes in transmittance when the environment temperature (Te) is varied, especially in the 3600ā€“4000 cmāˆ’1 range. Applying a Te that is higher than a critical temperature (Tc) to the samples, the as-RT (room temperature) deposited film with 9% PO2 has a transmittance variation of 30%, but the films that were deposited on a heated substrate of 400 Ā°C have little variation. There is tendency of bigger variation in transmittance for the sample deposited at a larger PO2, when it is applied by 200 Ā°C Te

    Structure and optical properties of ZnO:V thin films with different doping concentration

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    A series of ZnO thin films doped with various vanadium concentrations were prepared on glass substrates by direct current reactive magnetron sputtering. The results of the X-ray diffraction (XRD) show that the films with doping concentration less than 10 at.% have a wurtzite structure and grow mainly along the c-axis orientation. The residual stress, estimated by fitting the XRD diffraction peaks, increases with the doping concentration and the grain size also has been calculated from the XRD results, decreases with increasing the doping concentration. The surface morphology of the ZnO:V thin films was examined by SEM. The optical constants (refractive index and extinction coefficient) and the film thickness have been obtained by fitting the transmittance. The optical band gap changed from 3.12 eV to 3.60 eV as doping concentration increased from 1.8 at.% to 13 at.% mol. All the results have been discussed in relation with doping concentrationThe authors express their thanks to the NSFC (60576016 and 10774013), 863 program (2006AA03Z0412), BNSFC (2073030), 973 Program (2003CB314707), Key program of NSFC(10434030) and FBJTU (2005SM057 and 2006XM043) and Beijing Jiao Tong University Doctor Science Creative Grants No. 48027

    Targeting CBLB as a potential therapeutic approach for disseminated candidiasis

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    We thank J.M. Penninger (University of Toronto) for providing Cblbāˆ’/āˆ’ mice, Y. Iwakura (Tokyo University of Science) for providing Clec4nāˆ’/āˆ’ mice, S. Lipkowitz (National Cancer Institute, US National Institutes of Health) for providing Cblb constructs, X. Lin (MD Anderson Cancer Center) for providing the antibody to mouse dectin-3 and Card9āˆ’/āˆ’ bone marrow cells, P.R. Sundstrom (Dartmouth University) for providing the C. albicans cap1 mutant, and L.D. Chaves (University at Buffalo) for flow cytometric analysis of myeloid cells in the kidneys. We also thank A. Lovett-Racke (Ohio State University) for her advice on in vivo Cblb-knockdown experiments. This work was supported by the US National Institutes of Health (grants R01 AI090901, R01 AI123253, and R21 AI117547; all to J.Z.), the American Heart Association (AHA Great Rivers Associate Grant-in-Aid grant 16GRNT26990004; J.Z.), a start-up fund from the Ohio State University College of Medicine (J.Z.), and the Wellcome Trust (G.D.B.).Peer reviewedPostprin
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