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Christian Soize Roger Ghanem 《International journal for numerical methods in engineering》2022,123(1):268-290
The probabilistic learning on manifolds (PLoM) introduced in 2016 has solved difficult supervised problems for the “small data” limit where the number N of points in the training set is small. Many extensions have since been proposed, making it possible to deal with increasingly complex cases. However, the performance limit has been observed and explained for applications for which N is very small and for which the dimension of the diffusion-map basis is close to N. For these cases, we propose a novel extension based on the introduction of a partition in independent random vectors. We take advantage of this development to present improvements of the PLoM such as a simplified algorithm for constructing the diffusion-map basis and a new mathematical result for quantifying the concentration of the probability measure in terms of a probability upper bound. The analysis of the efficiency of this extension is presented through two applications. 相似文献
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在总结前人钨中空位及其团簇的能量学和动力学行为的研究成果基础上,采用第一性原理方法系统计算了钨中空位及其团簇的结合能和扩散能垒。研究发现,交换关联泛函PW91和PBE较PBEsol、AM05和LDA更适合用于计算钨空位的能量学性质。基于第一性原理计算结果对文献中单空位形成能、双空位作用性质等争议性问题进行了讨论,并对钨经验势进行了评估。研究结果表明,钨中孤立单空位间总是相互排斥,而空位团簇(Vn>3)对单空位具有很强的吸引作用,其结合能随着所含空位个数增多呈现波动性增大的趋势。空位团簇稳定结构可通过最小化Wigner-Seitz表面积来确定,其结合能与Vn与Vn-1之间的Wigner-Seitz面积之差呈正比。 相似文献
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In recent years, the light field (LF) as a new imaging modality has attracted wide interest. The large data volume of LF images poses great challenge to LF image coding, and the LF images captured by different devices show significant differences in angular domain. In this paper we propose a view prediction framework to handle LF image coding with various sampling density. All LF images are represented as view arrays. We first partition the views into reference view (RV) set and intermediate view (IV) set. The RVs are rearranged into a pseudo sequence and directly compressed by a video encoder. Other views are then predicted by the RVs. To exploit the four dimensional signal structure, we propose the linear approximation prior (LAP) to reveal the correlation among LF views and efficiently remove the LF data redundancy. Based on the LAP, a distortion minimization interpolation (DMI) method is used to predict IVs. To robustly handle the LF images with different sampling density, we propose an Iteratively Updating depth image based rendering (IU-DIBR) method to extend our DMI. Some auxiliary views are generated to cover the target region and then the DMI calculates reconstruction coefficients for the IVs. Different view partition patterns are also explored. Extensive experiments on different types LF images also valid the efficiency of the proposed method. 相似文献
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Weronika Gonciarz ukasz Lechowicz Mariusz Urbaniak Wiesaw Kaca Magdalena Chmiela 《International journal of molecular sciences》2021,22(1)
Infections due to Gram-negative bacteria Helicobacter pylori may result in humans having gastritis, gastric or duodenal ulcer, and even gastric cancer. Investigation of quantitative changes of soluble biomarkers, correlating with H. pylori infection, is a promising tool for monitoring the course of infection and inflammatory response. The aim of this study was to determine, using an experimental model of H. pylori infection in guinea pigs, the specific characteristics of infrared spectra (IR) of sera from H. pylori infected (40) vs. uninfected (20) guinea pigs. The H. pylori status was confirmed by histological, molecular, and serological examination. The IR spectra were measured using a Fourier-transform (FT)-IR spectrometer Spectrum 400 (PerkinElmer) within the range of wavenumbers 3000–750 cm−1 and converted to first derivative spectra. Ten wavenumbers correlated with H. pylori infection, based on the chi-square test, were selected for a K-nearest neighbors (k-NN) algorithm. The wavenumbers correlating with infection were identified in the W2 and W3 windows associated mainly with proteins and in the W4 window related to nucleic acids and hydrocarbons. The k-NN for detection of H. pylori infection has been developed based on chemometric data. Using this model, animals were classified as infected with H. pylori with 100% specificity and 97% sensitivity. To summarize, the IR spectroscopy and k-NN algorithm are useful for monitoring experimental H. pylori infection and related inflammatory response in guinea pig model and may be considered for application in humans. 相似文献
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国家电网公司信息化程度越来越高,单机运维审计系统产生的数据量日益增多,对海量数据高效率存储分析性能严重下降,系统稳定性降低。为满足国家电网当前对运维审计系统数据存储分析以及系统稳定性的需求,在Hadoop开源架构的基础上,本文提出基于Hadoop集群的海量数据分布式存储方法和基于Heartbeat的心跳检测技术,实现基于Hadoop的电力运维审计系统。〖JP2〗实验测试结果表明,基于Hadoop的电力运维审计系统相比单机系统可用性提高了8.42%,大大提升了存储分析海量数据的性能,具有系统工作稳定和服务不间断等优势。 相似文献
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分析黄毛草莓的果实品质和香气成分并对比其他栽培品种的差异,为其品质特性评价和香气利用奠定基础。通过直接滴定法、酸碱滴定法、福林酚法、直接法、2,6-二氯靛酚滴定法和质构仪测定法对4种草莓(黄毛草莓、密宝、哈尼、R7)的还原糖、总酸、总酚、花色苷、维生素C和硬度共6项指标进行测定,综合比较4种草莓的品质;运用顶空固相微萃取和气相色谱—质谱联用技术分析草莓果实的香气成分并做聚类分析。结果显示,在营养价值方面,黄毛草莓综合评分值仅次于哈尼排在第2位,高于密宝和R7。在果实香气方面,黄毛草莓的香气鉴定物质种类最多为83种,密宝有66种,哈尼有64种,R7有57种。在4种草莓的挥发物中,酯类是主要的挥发物(30.23%~52.70%),其中黄毛草莓的酯类相对含量最高(52.70%)。构成黄毛草莓特征香气的主要成分是香味酯:异戊酸乙酯、己酸乙酯、辛酸乙酯、乙酸辛酯、甲酸辛酯、癸酸乙酯、乙酸癸酯、香味醇反式-2-己烯-1-醇。黄毛草莓香气主成分聚类分析的结果显示,黄毛草莓和其他3个栽培品种分为两类,在香气主成分上与其他3种栽培品种存在显著差异。黄毛草莓中富含多种香精香料与洗护产品等行业所需的特殊香气成分,具有极大应用潜力。 相似文献