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桂林地区推广“三结合”的经验特点与思考
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作者 王永发 《人口与计划生育》 北大核心 1998年第1期11-14,共4页
桂林地区推广“三结合”的经验特点与思考□王永发广西桂林地区属于我国的欠发达地区。桂林地区推广计划生育“三结合”工作始于1993年下半年,是全国较早开展“三结合”的地区之一。四年来,他们积极借鉴外地经验,大胆创新,走出... 桂林地区推广“三结合”的经验特点与思考□王永发广西桂林地区属于我国的欠发达地区。桂林地区推广计划生育“三结合”工作始于1993年下半年,是全国较早开展“三结合”的地区之一。四年来,他们积极借鉴外地经验,大胆创新,走出了一条适合本地情况的“三结合”路子... 展开更多
关键词 桂林地区 计划生育“三结合” 计划生育户 经验特 计生工作 规范化管理 计划生育与发展 计划生育优质服务 欠发达地区 基层基础建设
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腹部急症术后早期再手术6例分析
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作者 张进京 王凤杰 王勇 《中国微创外科杂志》 CSCD 1999年第1期34-43,共2页
腹部手术后早期再手术,不论是急症或选择性手术都有可能发生。一旦发生,使临床医生非常棘手,诊断和处理的正确与否对病人预后关系甚大。我院近两年来急腹症手术983例,术后四日内再手术者6例,为总结教训和经验特报告如下:
关键词 腹部急症 早期再手术 术后早期 脾破裂 腹部术后 血管结扎 肠扭转 急腹症手术 选择性手术 经验特
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Seismic attribute extraction based on HHT and its application in a marine carbonate area 被引量:5
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作者 黄亚平 耿建华 +4 位作者 钟广法 郭彤楼 蒲勇 丁孔芸 麻纪强 《Applied Geophysics》 SCIE CSCD 2011年第2期125-133,177,共10页
The Hilbert-Huang transform(HHT) is a new analysis method suitable for nonlinear and non-stationary signals.It is very appropriate to seismic signals because they show both non-stationary and nonlinear characteristi... The Hilbert-Huang transform(HHT) is a new analysis method suitable for nonlinear and non-stationary signals.It is very appropriate to seismic signals because they show both non-stationary and nonlinear characteristics.We first introduce the realization of HHT empirical mode decomposition(EMD) and then comparatively analyze three instantaneous frequency algorithms based on intrinsic mode functions(IMF) resulting from EMD,of which one uses the average instantaneous frequency of two sample intervals having higher resolution which can determine that the signal frequency components change with time.The method is used with 3-D poststack migrated seismic data of marine carbonate strata in southern China to effectively extract the three instantaneous attributes.The instantaneous phase attributes of the second intrinsic mode functions(IMF2) better describe the reef facies of the platform margin and the IMF2 instantaneous frequency attribute has better zoning.Combining analysis of the three IMF2 instantaneous seismic attributes and drilling data can identify the distribution of sedimentary facies well. 展开更多
关键词 Hilbert-Huang transform empirical mode decomposition instantaneous frequency seismic attributes
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Evaluation of group effect of pile group under dragload embedded in clay 被引量:6
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作者 孔纲强 杨庆 +1 位作者 郑鹏一 栾茂田 《Journal of Central South University》 SCIE EI CAS 2009年第3期503-512,共10页
A simple semi-empirical analysis method for predicting the group effect of pile group under dragload embedded in clay was described assuming an effective influence area around various locations of pile group. Various ... A simple semi-empirical analysis method for predicting the group effect of pile group under dragload embedded in clay was described assuming an effective influence area around various locations of pile group. Various pile and soil parameters such as the array of pile group, spacing of the piles (S), embedment length to diameter ratio of piles (L/D) and the soil properties such as density (γ), angle of internal friction (φ) and pile-soil interface friction coefficient (μ) were considered in the analysis. Model test for dragload of pile group on viscosity soil layer under surface load consolidation conditions was studied. The variations of dragload of pile, resistance of pile tip and the layered settlement of soil with consolidation time were measured. In order to perform comparative analysis, single pile was tested in the same conditions. The predicted group effect values of pile group under dragload were then compared with model test results carried out as a part of the present investigation and also with the values reported in literatures. The predicted values were found to be in good agreement with the measured values, validating the developed analysis method. The model test results show that negative skin friction of pile shaft will reach 80%-90% of its maximum value, when pile-soil relative displacement reaches 2 mm. 展开更多
关键词 pile group effect dragload model tests CLAY
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Development of a multivariate empirical model for predicting weak rock mass modulus 被引量:2
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作者 Kallu Raj R. Keffeler Evan R. +1 位作者 Watters Robert J. Agharazi Alireza 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2015年第4期545-552,共8页
Estimating weak rock mass modulus has historically proven difficult although this mechanical property is an important input to many types of geotechnical analyses. An empirical database of weak rock mass modulus with ... Estimating weak rock mass modulus has historically proven difficult although this mechanical property is an important input to many types of geotechnical analyses. An empirical database of weak rock mass modulus with associated detailed geotechnical parameters was assembled from plate loading tests per- formed at underground mines in Nevada, the Bakhtiary Dam project, and Portugues Dam project. The database was used to assess the accuracy of published single-variate models and to develop a multivari- ate model for predicting in-situ weak rock mass modulus when limited geoteehnical data are available. Only two of the published models were adequate for predicting modulus of weak rock masses over lim- ited ranges of alteration intensities, and none of the models provided good estimates of modulus over a range of geotechnical properties. In light of this shortcoming, a multivariate model was developed from the weak rock mass modulus dataset, and the new model is exponential in form and has the following independent variables: (1) average block size or joint spacing, (2) field estimated rock strength, (3) dis- continuity roughness, and (4) discontinuity infilling hardness. The multivariate model provided better estimates of modulus for both hard-blocky rock masses and intensely-altered rock masses. 展开更多
关键词 In-situ modulus Weak rock mass Preliminary design Elastic deformation
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Vibration-based feature extraction of determining dynamic characteristic for engine block low vibration design 被引量:2
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作者 杜宪峰 李志军 +3 位作者 毕凤荣 张俊红 王霞 邵康 《Journal of Central South University》 SCIE EI CAS 2012年第8期2238-2246,共9页
In order to maintain vibration performances within the limits of the design, a vibration-based feature extraction method for dynamic characteristic using empirical mode decomposition (EMD) and wavelet analysis was p... In order to maintain vibration performances within the limits of the design, a vibration-based feature extraction method for dynamic characteristic using empirical mode decomposition (EMD) and wavelet analysis was proposed. The proposed method was verified experimentally and numerically by implementing the scheme on engine block. In the implementation process, the following steps were identified to be important: 1) EMD technique in order to solve the feature extraction of vibration signals; 2) Vibration measurement for the purpose of confirming the structural weak regions of engine block in experiment; 3) Finite element modeling for the purpose of determining dynamic characteristic in time region and frequency region to affirm the comparability of response character corresponding to improvement schemes; 4) Adopting a feature index oflMF for structural improvement based on EMD and wavelet analysis. The obtained results show that IMF of signal is more sensitive to response character corresponding to improvement schemes. Finally, examination of the results confirms that the proposed vibration-based feature extraction method is very robust, and focuses on the relative merits of modification and full-scale structural optimization of engine, together with the creation of new low-vibration designs. 展开更多
关键词 feature extraction dynamic characteristic finite element model empirical mode decomposition diesel engine block
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Application of time–frequency entropy from wake oscillation to gas–liquid flow pattern identification 被引量:6
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作者 HUANG Si-shi SUN Zhi-qiang +1 位作者 ZHOU Tian ZHOU Jie-min 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第7期1690-1700,共11页
Gas–liquid two-phase flow abounds in industrial processes and facilities. Identification of its flow pattern plays an essential role in the field of multiphase flow measurement. A bluff body was introduced in this s... Gas–liquid two-phase flow abounds in industrial processes and facilities. Identification of its flow pattern plays an essential role in the field of multiphase flow measurement. A bluff body was introduced in this study to recognize gas–liquid flow patterns by inducing fluid oscillation that enlarged differences between each flow pattern. Experiments with air–water mixtures were carried out in horizontal pipelines at ambient temperature and atmospheric pressure. Differential pressure signals from the bluff-body wake were obtained in bubble, bubble/plug transitional, plug, slug, and annular flows. Utilizing the adaptive ensemble empirical mode decomposition method and the Hilbert transform, the time–frequency entropy S of the differential pressure signals was obtained. By combining S and other flow parameters, such as the volumetric void fraction β, the dryness x, the ratio of density φ and the modified fluid coefficient ψ, a new flow pattern map was constructed which adopted S(1–x)φ and (1–β)ψ as the vertical and horizontal coordinates, respectively. The overall rate of classification of the map was verified to be 92.9% by the experimental data. It provides an effective and simple solution to the gas–liquid flow pattern identification problems. 展开更多
关键词 gas–liquid two-phase flow wake oscillation flow pattern map time–frequency entropy ensemble empirical mode decomposition Hilbert transform
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Empirical modeling of nonlinear and hysteresis characteristics of the shock absorber
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作者 崔岩 Sun Fengchun 《High Technology Letters》 EI CAS 2013年第3期267-272,共6页
An empirical hybrid shock absorber model capable of capturing nonlinear and hysteresis characteristics of shock absorbers is built.The nonlinear characteristics are modeled by algebraic function and the hysteresis eff... An empirical hybrid shock absorber model capable of capturing nonlinear and hysteresis characteristics of shock absorbers is built.The nonlinear characteristics are modeled by algebraic function and the hysteresis effects between shock force and shock velocity are modeled by neural network.To develop the empirical hybrid shock absorber model,a Mazda CX-7 front shock absorber is tested by a displacement-controlled hydraulic shock absorber testing machine.The hybrid shock absorber model is built and validated using the experimental shock absorber data.The RMS value for the hybrid shock absorber model is 60.28N at the velocity range from-1.3m/s to 1.3m/s. 展开更多
关键词 shock absorber NONLINEARITY HYSTERESIS vehicle dynamics
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Multi-scale Chaotic Analysis of the Characteristics of Gas-Liquid Two-phase Flow Patterns 被引量:5
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作者 李洪伟 周云龙 +1 位作者 孙斌 杨悦 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2010年第5期880-888,共9页
Using the high-speed camera the time sequences of the classical flow patterns of horizontal gas-liquid pipe flow are recorded, from which the average gray-scale values of single-frame images are extracted. Thus obtain... Using the high-speed camera the time sequences of the classical flow patterns of horizontal gas-liquid pipe flow are recorded, from which the average gray-scale values of single-frame images are extracted. Thus obtained gray-scale time series is decomposed by the Empirical Mode Decomposition (EMD) method, the various scales of the signals are processed by Hurst exponent method, and then the dual-fractal characteristics are obtained. The scattered bubble and the bubble cluster theories are applied to the evolution analysis of two-phase flow patterns. At the same time the various signals are checked in the chaotic recursion chart by which the two typical characteristics (diagonal average length and Shannon entropy) are obtained. Resulting term of these properties, the dynamic characteristics of gas-liquid two-phase flow patterns are quantitatively analyzed. The results show that the evolution paths of gas-liquid two-phase flow patterns can be well characterized by the integrated analysis on the basis of the gray-scale time series of flowing images from EMD, Hurst exponents and Recurrence Plot (RP). In the middle frequency section (2nd, 3rd, 4th scales), three flow patterns decomposed by the EMD exhibit dual fractal characteristics which represent the dynamic features of bubble cluster, single bubble, slug bubble and scattered bubble. According to the change of diagonal average lengths and recursive Shannon entropy characteristic value, the structure deterministic of the slug flow is better than the other two patterns. After the decomposition by EMD the slug flow and the mist flow in the high frequency section have obvious peaks. Anyway, it is an effective way to understand and characterize the dynamic characteristics of two-phase flow patterns using the multi-scale non-linear analysis method based on image gray-scale fluctuation signals. 展开更多
关键词 gas-liquid two-phase flow gray-scale time series empirical mode decomposition Hurst exponent chaotic recurrence plot
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Spatiotemporal characteristics of wind energy resources from 1960 to 2016 over China 被引量:9
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作者 FENG Yucheng QUE Linjing FENG Jinming 《Atmospheric and Oceanic Science Letters》 CSCD 2020年第2期136-145,共10页
In the paper,daily near-surface wind speed data from 462 stations are used to study the spatiotemporal characteristics of the annual and seasonal mean wind speed(MWS)and effective wind energy density(EWED)from 1960 to... In the paper,daily near-surface wind speed data from 462 stations are used to study the spatiotemporal characteristics of the annual and seasonal mean wind speed(MWS)and effective wind energy density(EWED)from 1960 to 2016,through the methods of kriging interpolation,leastsquares,correlation coefficient testing,and empirical orthogonal function(EOF)analysis.The results show that the annual MWS is larger than 3 m s-1 and the EWED is larger than 75 W m-2 in northern China and parts of coastal areas.However,the MWS and EWED values in southern China are all smaller than in northern China.Over the past 50 years,the annual and seasonal MWS in China has shown a significant decreasing trend,with the largest rate of decline in spring for northern China and winter for coastal areas.The annual MWS in some areas of Guangdong has an increasing trend,but it shows little change in southwestern China,South China,and west of Central China.Where the MWS is high,the rate of decline is also high.The main spatial distributions of the annual MWS and the annual EWED show high consistency,with a decreasing trend year by year.The decreasing trend of wind speed and wind energy resources in China is mainly related to global warming and land use/cover change. 展开更多
关键词 Wind speed wind energy resources effective wind energy density empirical orthogonal function spatiotemporal characteristics
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Progress in Enclave Tourism Study of Overseas:A Literature Review
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作者 Liu Aili Liu Jiaming Liu Min 《Chinese Journal of Population,Resources and Environment》 北大核心 2007年第3期76-81,共6页
In response to the "isolated island" phenomenon emerging from the development of tourist resorts in China, this paper reviews the study of enclave tourism overseas, which has similar features to the resort &... In response to the "isolated island" phenomenon emerging from the development of tourist resorts in China, this paper reviews the study of enclave tourism overseas, which has similar features to the resort "island". Based on the literatures related to enclave tourism from Tourism Management and Annals of Tourism Research, this paper reviews the study of enclave tour- ism from the following aspects: definition discussion, theories used, causation of enclaves, characteristics and impacts of enclave tourism. The understanding of the overseas researches on enclave tourism would provide instructions for the study on the problems of Chinese resorts, such as enclavity and "island effects", and suggest measures for the sustainable development of resorts in China. This paper is divided into three sections. Section 1 briefly introduces the development of enclave tourism in developing countries and the outline of enclave tourism study. Section 2 elaborates on the contents of enclave tourism research and gives deep insights into the study on concepts, characteristics, causations and effects respectively, which is the key part of this paper; Section 3 concludes the review and proposes suggestions for the enclave tourism study in China. 展开更多
关键词 enclave tourism characteristics impacts study progress
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Three Semi-empirical Analytic Expressions for the Radial Distribution Function of Hard Spheres
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作者 SUNJiu-Xun CAILing-Gang +1 位作者 WUQiang JINGFu-Qian 《Communications in Theoretical Physics》 SCIE CAS CSCD 2004年第3期400-404,共5页
Three simple analytic expressions satisfying the limitation condition at low densities for the radial distribution function of hard spheres are developed in terms of a polynomial expansion of nonlinear base functions ... Three simple analytic expressions satisfying the limitation condition at low densities for the radial distribution function of hard spheres are developed in terms of a polynomial expansion of nonlinear base functions and the Carnahan-Starling equation of state. The simplicity and precision for these expressions are superior to the well-known Percus Yevick expression. The coefficients contained in these expressions have been determined by fitting the Monte Carlo data for the first coordination shell, and by fitting both the Monte Carlo data and the numerical results of PercusYevick expression for the second coordination shell. One of the expressions has been applied to develop an analytic equation of state for the square-well fluid, and the numerical results are in good agreement with the computer simulation data. 展开更多
关键词 radial distribution function hard spheres equation of state square-well fluids
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Relationship between in situ sound velocity and granular characteristics of seafloor sediments in the Qingdao offshore region
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作者 张严心 郭常升 +2 位作者 王景强 侯正瑜 陈文景 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2017年第3期704-711,共8页
The sound velocity of seafloor sediments from shallow seas can provide important information for harbor design, and ocean and seacoast engineering projects. In this study, in situ measurements were used to obtain accu... The sound velocity of seafloor sediments from shallow seas can provide important information for harbor design, and ocean and seacoast engineering projects. In this study, in situ measurements were used to obtain accurate sediment sound velocities at 45 stations offshore of Qingdao. The relationships between the sound velocity and granular properties of the seafloor sediments were analyzed. Sound velocity showed an increase with the sand content, sand-clay ratio, and sorting coefficient; and a nonlinear decreasing trend with increasing mean grain size and clay content. We plotted a sound velocity distribution map, which shows that the sound velocity was closely related to the geological environment. Previous empirical equations suggested by Hamilton, Anderson, and Liu were used to calculate the velocity with grain size. A comparison between the measured and calculated velocities indicates that the empirical equations have territorial limitations, and extensive data are essential to establish global empirical equations. Future work includes the calibration of the laboratory acoustic measurements with an in situ technique. 展开更多
关键词 sound velocity granular properties empirical equation
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Development of Co-agglutination Method for Viral Nervous Necrosis from Grouper (Epinephelus sp,) in Batam
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作者 Surya Amanu Achmad Bahtiar Rifai +1 位作者 Ashari Syarief Miftahul Fikar 《Journal of Agricultural Science and Technology(B)》 2015年第7期502-505,共4页
Viral nervous necrosis (VNN) has been reported to infect larvae and juvenile of humpback grouper, and until now, this virus is one of main problem for humpback grouper. Co-agglutination test proved to be a simple, r... Viral nervous necrosis (VNN) has been reported to infect larvae and juvenile of humpback grouper, and until now, this virus is one of main problem for humpback grouper. Co-agglutination test proved to be a simple, rapid and reliable diagnostic test suitable for use in the field or laboratory without any special apparatus. The study aimed to study application of a co-agglutination test using Staphylococci sensitized with specific antibody for the diagnostic of VNN in grouper. First, brain and eye organ samples from diseased fish are homogenized with phosphate buffer saline (PBS) of pH 7.2. Then, the supernatant is collected after centrifugation at 8,000 rpm for 20 min, and finally one drop of the supematant and one drop of anti VNN antibody sensitized Staphylococci suspension are mixed on a glass slid and observation of the agglutination is performed after 5-10 min. The result shows that co-agglutination technique detects positive VNN in the brain and eye samples. The co-agglutination technique may provide valid result in a very short time as compared with complex method, such as enzyme-linked immunosorbant essay (ELISA) and fluorescient antibody technique (FAT) that require a high cost. Thus, this test can detect VNN faster, simple and more economic. 展开更多
关键词 Co-agglutination VNN grouper.
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基于小波消噪的EMD模型在GPS振动信号处理中的应用 被引量:4
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作者 李旋 孙磊 +2 位作者 骆辉 戴吾蛟 何伟 《工程勘察》 CSCD 北大核心 2011年第3期72-76,共5页
经验模式分解和小波分解是当前有效处理非平稳信号的两种时频分析方法,它们各具有其优缺点,适用于不同的应用。从对GPS振动信号的预处理、时域和频域处理入手,结果分析表明,对GPS振动信号先进行小波滤波消除随机噪声的干扰,再应用经验... 经验模式分解和小波分解是当前有效处理非平稳信号的两种时频分析方法,它们各具有其优缺点,适用于不同的应用。从对GPS振动信号的预处理、时域和频域处理入手,结果分析表明,对GPS振动信号先进行小波滤波消除随机噪声的干扰,再应用经验模式分解更有利于变形特征信息的分离和提取,提取的信号与振动平台记录数据更加吻合。 展开更多
关键词 经验模式分解(EMD) 小波分解(WD) 全球定位系统 振动变形
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歪打正着钓“马口”
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作者 王书琴 《中国钓鱼》 1999年第10期46-47,共2页
原来我是最反对钓鱼的,因为老伴经常不顾家里忙闲去钓鱼,为这我经常和他怄气。两个孩子都长大了,家务活就少了,老伴就拉我和他一起去钓鱼,一开始,我没什么兴趣,可一来二去的钓了几次,还真上瘾了,就连做梦都梦见鱼漂在水面上一动一动的... 原来我是最反对钓鱼的,因为老伴经常不顾家里忙闲去钓鱼,为这我经常和他怄气。两个孩子都长大了,家务活就少了,老伴就拉我和他一起去钓鱼,一开始,我没什么兴趣,可一来二去的钓了几次,还真上瘾了,就连做梦都梦见鱼漂在水面上一动一动的。 4月的一个星期日,我们去了王家园水库。我和老伴从南口骑自行车出发,一路都是大上坡,不一会儿,汗就从脊背上流下来。 展开更多
关键词 马口鱼 鱼漂 星期日 水冲击 水库水面 理论依据 大获全胜 经验特 准备好 拐弯处
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Checking for normality in linear mixed models 被引量:1
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作者 WU Ping 1,,ZHU LiXing 2,3 & FANG Yun 4 1 School of Finance and Statistics,East China Normal University,Shanghai 200241,China 2 School of Statistics and Mathematics,Yunnan University of Finance and Economics,Yunnan 650221,China +1 位作者 3 The Department of Mathematics,Hong Kong Baptist University,Hong Kong 999077,China 4 Mathematics and Science College,Shanghai Normal University,Shanghai 200234,China 《Science China Mathematics》 SCIE 2012年第4期787-804,共18页
Linear mixed models are popularly used to fit continuous longitudinal data, and the random effects are commonly assumed to have normal distribution. However, this assumption needs to be tested so that further analysis... Linear mixed models are popularly used to fit continuous longitudinal data, and the random effects are commonly assumed to have normal distribution. However, this assumption needs to be tested so that further analysis can be proceeded well. In this paper, we consider the Baringhaus-Henze-Epps-Pulley (BHEP) tests, which are based on an empirical characteristic function. Differing from their case, we consider the normality checking for the random effects which are unobservable and the test should be based on their predictors. The test is consistent against global alternatives, and is sensitive to the local alternatives converging to the null at a certain rate arbitrarily close to 1/V~ where n is sample size. ^-hlrthermore, to overcome the problem that the limiting null distribution of the test is not tractable, we suggest a new method: use a conditional Monte Carlo test (CMCT) to approximate the null distribution, and then to simulate p-values. The test is compared with existing methods, the power is examined, and several examples are applied to illustrate the usefulness of our test in the analysis of longitudinal data. 展开更多
关键词 linear mixed models estimated best linear unbiased predictors BHEP tests conditional MonteCarlo test
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Modeling of rotational supercavitating evaporator and the geometrical characteristics of supercavity within 被引量:9
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作者 LIKHACHEV Dmitriy S. LI FengChen 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2014年第3期541-554,共14页
In this paper,a rotational supercavitating evaporator(RSCE)was at first modeled by means of theoretical analysis approach.The geometrical characteristics of supercavity in the modeled RSCE were then studied through nu... In this paper,a rotational supercavitating evaporator(RSCE)was at first modeled by means of theoretical analysis approach.The geometrical characteristics of supercavity in the modeled RSCE were then studied through numerical simulations.The current research objectives consist in determination of shape of the supercavitator(which in the plane of rotation generates supercavity occupying the most volume between blades),and location of the area suitable for steam extraction by revealing the inner structure of supercavity.Analytical analysis was performed by solving empirical equations for the shape of RSCE,through which an evaluation of two-dimensional relative position of supercavity trailing edge for different shapes of the supercavitator has been realized.Numerical simulation was then carried out,by numerically solving the unsteady Navier-Stokes equations in their conservation form coupled with the Rayleigh-Plesset cavitation and Shear-Stress Transport turbulence models,for verification of the results obtained from empirical equations.Despite unreliable assumption of applicability of empirical equations we have confirmed similarity of the supercavity shapes obtained by both methods for the same RSCE.Therefore,the shape of supercavitator calculated by using empirical equations is acceptable,which provides a simple but reliable approach for design of RSCE.The inner structure of supercavity obtained by numerical simulation has indicated position and parameters for steam extraction openings for further numerical and experimental studies on the performance of RSCE.Practical application of steam or gas extraction is suggested for solving of some problems associated with cavitating pumping of cryogenic liquid. 展开更多
关键词 SUPERCAVITATION rotational supercavitating evaporator geometrical characteristics theoretical analysis computationalfluid dynamics
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Feature extraction for latent fault detection and failure modes classification of board-level package under vibration loadings. 被引量:16
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作者 TANG Wei JING Bo +1 位作者 HUANG YiFeng SHENG ZengJin 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2015年第11期1905-1914,共10页
A feature extraction for latent fault detection and failure modes classification method of board-level package subjected to vibration loadings is presented for prognostics and health management(PHM) of electronics usi... A feature extraction for latent fault detection and failure modes classification method of board-level package subjected to vibration loadings is presented for prognostics and health management(PHM) of electronics using adaptive spectrum kurtosis and kernel probability distance clustering. First, strain response data of electronic components is filtered by empirical mode decomposition(EMD) method based on maximum spectrum kurtosis(SK), and fault symptom vector is developed by computing and reconstructing the envelope spectrum. Second, nonlinear fault symptom data is mapped and clustered in sparse Hilbert space using Gaussian radial basis kernel probabilistic distance clustering method. Finally, the current state of board level package is estimated by computing the membership probability of its envelope spectrum. The experimental results demonstrated that the method can detect and classify the latent failure mode of board level package effectively before it happened. 展开更多
关键词 board-level package vibration loading spectrum kurtosis kernel probabilistic distance clustering
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