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Normalized glandular dose coefficients for digital breast tomosynthesis using detailed Chinese breast models
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作者 Jia-Hao Wang Rui Qiu +4 位作者 An-Kang Hu Ye-Qi Liu Zhen Wu Hui Zhang Jun-Li Li 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第5期42-59,共18页
The rise in breast cancer diagnoses among Chinese women has necessitated the use of X-ray breast screening,which carries a radiation risk.This study aimed to provide a dosimetry protocol for the Chinese female populat... The rise in breast cancer diagnoses among Chinese women has necessitated the use of X-ray breast screening,which carries a radiation risk.This study aimed to provide a dosimetry protocol for the Chinese female population to replace the traditional standard that utilizes simplified breast models,for the accurate estimation of the mean glandular dose of a patient undergoing digital breast tomosynthesis(DBT).The first set of detailed Chinese female breast models and representative breast parameters was constructed.Considering backscatter radiation and computational efficiency,we improved the combination of these models and the Chinese reference adult female whole-body voxel phantom.Image acquisition for four commercial DBT systems that are widely employed in China was simulated using the Monte Carlo method to obtain the normalized glandular dose coefficients of DBT(D_(gN)^(DBT))and the glandular depth dose(D_(g)^(dep)(z))for different breast characteristics and X-ray spectra.We calculated a series of D_(gN)^(DBT) values for breasts with different percentage mass glandularities(5%,25%,50%,75%,and 100%)and compressed breast thicknesses(2,3,4,5,6,and 7 cm)at various tube potentials(25,28,30,32,35,and 49 kV)and target/filter combinations(W/Rh,W/Al,Mo/Mo,Rh/Rh,and Rh/Ag).The parameter dependence of the breast characteristics and beam conditions on D_(gN)^(DBT) in detailed breast models was investigated.The D_(gN)^(DBT) results were 14.6-51.0%lower than those of the traditional dosimetry standard in China.The difference in D_(gN)^(DBT) was mainly due to a decrease in the depth of the main energy deposition area caused by the glandular distribution along the depth direction.The results obtained in this study may be used to improve breast dosimetry in China and provide more detailed information on risk assessment during DBT. 展开更多
关键词 Digital breast tomosynthesis normalized glandular dose coefficients Detailed breast model Monte Carlo simulation
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ASYMPTOTIC NORMALITY OF PARAMETERSESTIMATION IN EV MODEL WITH REPLICATEDOBSERVATIONS 被引量:3
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作者 张三国 陈希孺 《Acta Mathematica Scientia》 SCIE CSCD 2002年第1期107-114,共8页
This paper based on the essay [1], studies in case that replicated observations are available in some experimental points., the parameters estimation of one dimensional linear errors-in-variables (EV) models. Asymptot... This paper based on the essay [1], studies in case that replicated observations are available in some experimental points., the parameters estimation of one dimensional linear errors-in-variables (EV) models. Asymptotic normality is established. 展开更多
关键词 errors-in-variables model asymptotic normality replicated observations
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Nonlinear Elastic Constitutive Model of Soil-Structure Interfaces Under Relatively High Normal Stress 被引量:17
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作者 ZHOU Guo-qing XIA Hong-chun +1 位作者 ZHAO Guang-si ZHOU Jie 《Journal of China University of Mining and Technology》 EI 2007年第3期301-305,共5页
The shear characteristics of soil-structure interfaces with different roughness are studied systematically by us-ing the DRS-1 high normal stress and residual shear apparatus. The experimental results indicate that,un... The shear characteristics of soil-structure interfaces with different roughness are studied systematically by us-ing the DRS-1 high normal stress and residual shear apparatus. The experimental results indicate that,under a relatively high normal stress,normal stress and the coefficient of structural roughness are the most important factors affecting the mechanical interface characteristics. The relationship between shear stress and shear displacement of the soil-structure interface is a hyperbolic curve with high regression accuracy. Based on our experimental results,a nonlinear elastic con-stitutive model of the soil-structure interface under relatively high normal stress is established with a definite physical meaning for its parameters. The model can predict the strain hardening behavior of the soil during the shearing process. The results show an encouraging agreement with experimental data from direct shear tests. 展开更多
关键词 high normal stress standard medium sand INTERFACE strain hardening constitutive model
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An improved model of partition curve based on accumulation normal distribution function 被引量:2
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作者 Sun Wei Chen Jianzhong +1 位作者 Shen Lijuan Li Yonggai 《International Journal of Mining Science and Technology》 SCIE EI 2013年第3期375-380,共6页
Extensive studies based on partition curve of gravity separation have been investigated. All created models are merely used to simulate density distribution at the same size fraction. However, they cannot be used to p... Extensive studies based on partition curve of gravity separation have been investigated. All created models are merely used to simulate density distribution at the same size fraction. However, they cannot be used to predictive distribution of materials depending on compound feature of density and size. According to this situation, an improved model of partition curve based on accumulation normal distribution, which was distinguished from conventional model of accumulation normal distribution for partition curve, was proposed in this paper. It could simulate density distribution at different size fractions by using the density-size compound index and conflating the partition curves at different size fractions as one partition curve. The feasibility of three compound indexes, including mass index, settlement index and transformation index, were investigated. Specific forms of the improved model were also proposed. It is found that transformation index leads to the best fitting results, while the fitting error is only 1.75 according to the fitting partition curve. 展开更多
关键词 Coal preparation Mathematical model Partition curve Accumulation normal distribution model
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An Efficient Three-Dimensional Coupled Normal Mode Model and Its Application to Internal Solitary Wave Problems 被引量:1
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作者 Ze-Zhong Zhang Wen-Yu Luo Ren-He Zhang 《Chinese Physics Letters》 SCIE CAS CSCD 2018年第8期36-39,共4页
We present an efficient three-dimensional coupled-mode model based on the Fourier synthesis technique. In principle, this model is a one-way model, and hence provides satisfactory accuracy for problems where the forwa... We present an efficient three-dimensional coupled-mode model based on the Fourier synthesis technique. In principle, this model is a one-way model, and hence provides satisfactory accuracy for problems where the forward scattering dominates. At the same time, this model provides an efficiency gain of an order of magnitude or more over two-way coupled-mode models. This model can be applied to three-dimensional range-dependent problems with a slowly varying bathymetry or internal waves. A numerical example of the latter is demonstrated in this work. Comparisons of both accuracy and efficiency between the present model and a benchmark model are also provided. 展开更多
关键词 An Efficient Three-Dimensional Coupled normal Mode model and Its Application to Internal Solitary Wave Problems
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Parameter Estimations of the TFR Model Under Exponential Distribution at a Normal Stress
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作者 WANG Yu 《Chinese Quarterly Journal of Mathematics》 CSCD 2009年第2期234-238,共5页
The TFR(Tampered Failure Rate) model was proposed by Bhattacharyya and Soejoeti(1989) for step-stress accelerated life tests, On step-stress completely accelerated test occasions, the paper gives a method of estim... The TFR(Tampered Failure Rate) model was proposed by Bhattacharyya and Soejoeti(1989) for step-stress accelerated life tests, On step-stress completely accelerated test occasions, the paper gives a method of estimating parameters under a normal stress. 展开更多
关键词 exponential disteribution TFR model CE model step-stress completely accelerated test normal stress
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Asymptotic Normality of Pseudo-LS Estimator of Error Variance in Partly Linear Autoregressive Models
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作者 WU Xin-qian TIAN Zheng JU Yan-wei 《Chinese Quarterly Journal of Mathematics》 CSCD 北大核心 2006年第4期617-622,共6页
Consider the model Yt = βYt-1+g(Yt-2)+εt for 3 〈 t 〈 T. Hereg is anunknown function, β is an unknown parameter, εt are i.i.d, random errors with mean 0 andvariance σ2 and the fourth moment α4, and α4 are ... Consider the model Yt = βYt-1+g(Yt-2)+εt for 3 〈 t 〈 T. Hereg is anunknown function, β is an unknown parameter, εt are i.i.d, random errors with mean 0 andvariance σ2 and the fourth moment α4, and α4 are independent of Y8 for all t ≥ 3 and s = 1, 2.Pseudo-LS estimators σ, σ2T α4τ and D2T of σ^2,α4 and Var(ε2↑3) are respectively constructedbased on piecewise polynomial approximator of g. The weak consistency of α4T and D2T are proved. The asymptotic normality of σ2T is given, i.e., √T(σ2T -σ^2)/DT converges indistribution to N(0, 1). The result can be used to establish large sample interval estimatesof σ^2 or to make large sample tests for σ^2. 展开更多
关键词 partly linear autoregressive model error variance piecewise polynomial pseudo-LS estimation weak consistency asymptotic normality
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Anisotropic dynamic permeability model for porous media
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作者 PEI Xuehao LIU Yuetian +3 位作者 LIN Ziyu FAN Pingtian MI Liao XUE Liang 《Petroleum Exploration and Development》 SCIE 2024年第1期193-202,共10页
Based on the tortuous capillary network model,the relationship between anisotropic permeability and rock normal strain,namely the anisotropic dynamic permeability model(ADPM),was derived and established.The model was ... Based on the tortuous capillary network model,the relationship between anisotropic permeability and rock normal strain,namely the anisotropic dynamic permeability model(ADPM),was derived and established.The model was verified using pore-scale flow simulation.The uniaxial strain process was calculated and the main factors affecting permeability changes in different directions in the deformation process were analyzed.In the process of uniaxial strain during the exploitation of layered oil and gas reservoirs,the effect of effective surface porosity on the permeability in all directions is consistent.With the decrease of effective surface porosity,the sensitivity of permeability to strain increases.The sensitivity of the permeability perpendicular to the direction of compression to the strain decreases with the increase of the tortuosity,while the sensitivity of the permeability in the direction of compression to the strain increases with the increase of the tortuosity.For layered reservoirs with the same initial tortuosity in all directions,the tortuosity plays a decisive role in the relative relationship between the variations of permeability in all directions during pressure drop.When the tortuosity is less than 1.6,the decrease rate of horizontal permeability is higher than that of vertical permeability,while the opposite is true when the tortuosity is greater than 1.6.This phenomenon cannot be represented by traditional dynamic permeability model.After the verification by experimental data of pore-scale simulation,the new model has high fitting accuracy and can effectively characterize the effects of deformation in different directions on the permeability in all directions. 展开更多
关键词 porous media dynamic permeability ANISOTROPY capillary network model TORTUOSITY normal strain flow simulation permeability change characteristics
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基于最弱链模型的TC11钛合金轮盘疲劳分散性研究
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作者 胡浩楠 王彤 +5 位作者 胡绪腾 郭秩维 余嘉伟 杨思远 程昊 冯建文 《南京航空航天大学学报(自然科学版)》 北大核心 2025年第1期80-91,共12页
基于最弱链理论建立了综合考虑材料疲劳分散性和尺寸效应的结构概率疲劳寿命分析方法,材料光滑疲劳寿命分布分别考虑了对数正态分布和威布尔分布。采用该方法基于TC11钛合金光滑疲劳寿命分布对TC11盘心模拟件和轮盘盘心部位的疲劳寿命... 基于最弱链理论建立了综合考虑材料疲劳分散性和尺寸效应的结构概率疲劳寿命分析方法,材料光滑疲劳寿命分布分别考虑了对数正态分布和威布尔分布。采用该方法基于TC11钛合金光滑疲劳寿命分布对TC11盘心模拟件和轮盘盘心部位的疲劳寿命及寿命散度系数进行了预测和分析。结果表明:基于两种概率分布的最弱链模型均可较准确地预测TC11模拟件的中值疲劳寿命,预测结果基本在试验结果的2倍分散带内;基于对数正态分布的最弱链模型对模拟件疲劳寿命散度的预测结果与试验统计结果较为接近,优于基于威布尔分布模型的预测结果;对于轮盘盘心部位,两种概率分布模型的寿命预测结果在失效概率较高时基本接近,失效概率较低时基于对数正态分布的预测结果明显大于基于威布尔分布的预测结果;基于对数正态分布的最弱链模型对盘心部位疲劳寿命散度的预测结果明显小于光滑试样和模拟件的散度系数,较基于威布尔分布的模型能够更好地分析和预测尺寸效应对结构疲劳分散性的影响。 展开更多
关键词 TC11钛合金 最弱链模型 疲劳分散性 对数正态分布 威布尔分布
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基于强稳定收敛的偏正态联合位置与尺度模型的参数估计算法
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作者 薛潇 吴刘仓 《应用数学》 北大核心 2025年第1期201-210,共10页
传统的迭代算法(例如牛顿算法,EM算法等)在实际应用中,往往存在初始值较为敏感的问题.为解决这一问题,一种强稳定的收敛算法——Upper-crossing/Solution算法(以下称US算法)被提出,这种算法虽然在求解一元非线性函数时具有强稳定性,但... 传统的迭代算法(例如牛顿算法,EM算法等)在实际应用中,往往存在初始值较为敏感的问题.为解决这一问题,一种强稳定的收敛算法——Upper-crossing/Solution算法(以下称US算法)被提出,这种算法虽然在求解一元非线性函数时具有强稳定性,但是不能推广到多元的情形.那么针对多元情形,本文将结合偏正态分布的随机表示,对偏正态联合位置与尺度模型的似然函数进行分层,并且利用MM算法得到一元的情形,再使用US算法构造强稳定的收敛算法.最后通过随机模拟分析和实例分析研究表明了US算法较牛顿迭代法大大降低了算法对初值的敏感度以及显著地提高了收敛的稳定性. 展开更多
关键词 偏正态联合位置与尺度模型 牛顿迭代法 US算法 强稳定收敛
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基于Landsat影像的高寒矿区排土场植被覆盖度动态监测
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作者 邓太国 胡夏嵩 +3 位作者 刘昌义 吴志杰 何德权 雷浩川 《水利水电快报》 2025年第4期107-113,共7页
为研究青海木里煤田江仓矿区煤炭资源露天开采对区内植被的影响,以及开采后区内植被覆盖度的时空变化,基于江仓矿区2000~2022年8期Landsat卫星影像数据,通过计算归一化植被指数(NDVI),利用像元二分模型估算区内植被覆盖度及其变化特征... 为研究青海木里煤田江仓矿区煤炭资源露天开采对区内植被的影响,以及开采后区内植被覆盖度的时空变化,基于江仓矿区2000~2022年8期Landsat卫星影像数据,通过计算归一化植被指数(NDVI),利用像元二分模型估算区内植被覆盖度及其变化特征。结果表明:①空间尺度方面,区内植被覆盖度呈现西高东低和北高南低、由西北方向至东南方向呈递减的变化趋势;②时间尺度方面,2000~2013年间区内露天开采煤炭资源导致高植被覆盖区域面积占比由57.84%降至16.35%,平均植被覆盖度由0.7338降至0.5836;2013~2018年间植被恢复效果得到显著提高,2018年高植被覆盖区面积占比和平均植被覆盖度分别增加至66.29%和0.7182;至2022年时低植被覆盖区面积占比由14.64%下降至8.46%,高植被覆盖区面积占比由16.35%增加至45.58%。研究成果可为以江仓矿区为代表的高寒环境条件下开展矿山排土场植被覆盖度动态监测提供参考。 展开更多
关键词 植被覆盖度 排土场植被恢复 归一化植被指数 像元二分模型 高寒矿区
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基于Normal分布的岩石统计热损伤本构模型研究 被引量:20
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作者 朱振南 蒋国盛 +3 位作者 田红 吴文兵 梁荣柱 窦斌 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2019年第6期1411-1418,共8页
基于Lemaitre应变等价性理论的岩石损伤模型,假定受热损伤的岩石微元强度服从Normal分布,考虑温度对岩石力学参数的影响,引入热损伤变量,在微元破坏符合Mohr-Coulomb准则条件下,建立高温作用后岩石统计热损伤本构模型。依据岩石屈服的概... 基于Lemaitre应变等价性理论的岩石损伤模型,假定受热损伤的岩石微元强度服从Normal分布,考虑温度对岩石力学参数的影响,引入热损伤变量,在微元破坏符合Mohr-Coulomb准则条件下,建立高温作用后岩石统计热损伤本构模型。依据岩石屈服的概念,利用极值法确定模型参数,并与不同温度下花岗岩的压缩试验结果进行对比分析。研究结果表明:本模型所得曲线与三轴压缩试验曲线较吻合,并能很好地反映高温作用后岩石软化特征;本模型不包含非常规岩石力学参数,便于工程应用;研究成果能够为高温岩体工程的开发和防护提供参考。 展开更多
关键词 高温 岩石 热损伤 normal分布 本构模型
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油气运输船舶航道航行风险实时预警方法研究
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作者 周宁 曹乐巍 《舰船科学技术》 北大核心 2025年第3期77-81,共5页
油气运输船舶装载着易燃易爆的油气资源,一旦发生事故,将带来极其严重的后果,故而船舶航行风险预警的精准性至关重要。鉴于航道航行风险具有动态变化的特点,提出油气运输船舶航道航行风险实时预警方法。该方法综合考虑航道自然环境因素... 油气运输船舶装载着易燃易爆的油气资源,一旦发生事故,将带来极其严重的后果,故而船舶航行风险预警的精准性至关重要。鉴于航道航行风险具有动态变化的特点,提出油气运输船舶航道航行风险实时预警方法。该方法综合考虑航道自然环境因素和航行行为因素,深入分析油气运输船舶航行状态,构建合理性与全面性俱佳的油气运输船舶航道航行风险指标体系。通过综合赋权法确定各指标综合权重,以体现指标重要性;利用正态云模型结合综合指标结果计算各指标与风险等级间的隶属度,进而评估航行风险等级并实施相应预警。测试结果表明,此方法不仅能够准确确定各个指标的综合权重,还能计算出各指标的最大隶属度结果,从而有效评估航行风险等级并完成相应等级的预警,为油气运输船舶的安全航行提供了有力保障。 展开更多
关键词 油气运输船舶 航道航行风险 实时预警 正态云模型
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壳厚非协同缩比模型水下声散射相似性分析及修正方法
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作者 李崟浩 彭子龙 +2 位作者 宋昊 彭绍康 唐宇航 《兵工学报》 北大核心 2025年第3期349-358,共10页
受加工工艺、水下承压、安全运输等因素的限制,声散射缩比模型的壳厚及三维主尺寸常常难以满足声学相似性设计要求,严重制约模型与实船之间的声散射特性的换算。尝试将壳体局部声学参数的声学相似性分析与修正作为目标整体声散射修正的... 受加工工艺、水下承压、安全运输等因素的限制,声散射缩比模型的壳厚及三维主尺寸常常难以满足声学相似性设计要求,严重制约模型与实船之间的声散射特性的换算。尝试将壳体局部声学参数的声学相似性分析与修正作为目标整体声散射修正的基础,提出一种针对壳厚非协同缩比模型的目标强度修正方法。分别以单双层球壳模型和复杂双壳体模型为验证对象,前者采用严格简正级数,后者采用二维轴对称有限元技术,分别开展其目标强度的修正与换算分析,归纳复杂模型壳体声学参数变化导致的缩比模型目标强度的变化规律,验证修正方法的有效性。研究结果表明,新修正方法的提出使壳厚非协同缩比模型目标强度推算到原型更符合实际工程需要。 展开更多
关键词 声散射 相似性理论 Rayleigh简正级数解 分层弹性介质理论 缩比模型
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基于BP神经网络的汽油机NO_(x)、CO和HC排放预测模型及试验研究
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作者 车金涛 范卓颖 陈铭世 《科学技术创新》 2025年第7期213-216,共4页
构建了基于BP神经网络的汽油机NO_(x)、CO和HC排放预测模型,并设计试验验证了该模型的排放预测效果。该模型以转速、负荷、EGR率三类数据作为输入量,以NO_(x)、CO和HC的排放作为输出量。首先使用训练样本数据进行模型训练,确定模型的神... 构建了基于BP神经网络的汽油机NO_(x)、CO和HC排放预测模型,并设计试验验证了该模型的排放预测效果。该模型以转速、负荷、EGR率三类数据作为输入量,以NO_(x)、CO和HC的排放作为输出量。首先使用训练样本数据进行模型训练,确定模型的神经元数量、选择传递函数并进行归一化处理,得到最终的BP神经网络模型。然后将测试样本数据输入到该模型后,得到NO_(x)、CO和HC的排放预测值。从试验结果来看,排放预测值与试验值的误差控制在10%以内,说明基于BP神经网络的汽油机NO_(x)、CO和HC排放预测模型的预测精度较高。 展开更多
关键词 BP神经网络 排放预测模型 传递函数 归一化处理
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基于湖盆模型的红碱淖湖泊水量变化情况分析
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作者 王龙 《科学技术创新》 2025年第7期68-71,共4页
针对红碱淖湖泊水量锐减问题,通过构建面积和高程关系得到红碱淖湖盆模型,研究红碱淖湖盆模型得到红碱淖湖泊水量变化情况。首先在GEE软件上利用Landsat影像提取红碱淖水体,计算出每年7-9月的红碱淖湖泊面积,根据ICESat和ICESat 2卫星... 针对红碱淖湖泊水量锐减问题,通过构建面积和高程关系得到红碱淖湖盆模型,研究红碱淖湖盆模型得到红碱淖湖泊水量变化情况。首先在GEE软件上利用Landsat影像提取红碱淖水体,计算出每年7-9月的红碱淖湖泊面积,根据ICESat和ICESat 2卫星测高数据获得湖泊高程,构建红碱淖湖泊的湖盆模型,通过模型分析得出水量变化情况。研究结果表明:通过水体面积与测高数据构建的湖盆模型反映红碱淖水量变化情况的方法更科学。 展开更多
关键词 归一化水体指数 湖盆模型 红碱淖湖水量变化
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正则化Bouc-Wen模型的参数研究及其在金属阻尼器中的应用 被引量:4
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作者 李宗京 舒赣平 《振动与冲击》 EI CSCD 北大核心 2018年第22期128-135,共8页
针对经典Bouc-Wen模型中存在冗余参数的情况,介绍了一种无冗余参数的正则化Bouc-Wen模型。基于理论推导及编制的Matlab程序,对正则化Bouc-Wen模型各参数与其所描述的金属阻尼器滞回力学参数之间的关系进行了研究。采用局部敏感性分析方... 针对经典Bouc-Wen模型中存在冗余参数的情况,介绍了一种无冗余参数的正则化Bouc-Wen模型。基于理论推导及编制的Matlab程序,对正则化Bouc-Wen模型各参数与其所描述的金属阻尼器滞回力学参数之间的关系进行了研究。采用局部敏感性分析方法基于两种不同的敏感性评价指标对正则化Bouc-Wen模型各参数的敏感性进行了分析。提出了基于改进模拟退火算法的参数拟合方法并进行试验验证。研究结果表明,金属阻尼器的初始弹性刚度kd及屈服力Fdy均由kx、kw、ρ三个参数共同决定,屈服后刚度k'd由参数kx决定,屈服位移udy由参数ρ决定,转向刚度ks与初始弹性刚度kd之间的相对关系由参数σ决定,弹塑性过渡段的圆滑度由参数n决定。正则化Bouc-Wen模型中的kw、ρ两个参数具有较高的敏感性,σ、kx、n三个参数具有较低的敏感性。改进的模拟退火算法能够有效实现对正则化Bouc-Wen模型的参数拟合,金属阻尼器试验滞回曲线与拟合曲线能够较好吻合。 展开更多
关键词 正则化bouc-wen模型 金属阻尼器 滞回参数 模拟退火算法
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基于区分性Model Pushing的语种识别方法 被引量:3
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作者 刘伟伟 吉立新 +1 位作者 李邵梅 徐文 《电子技术应用》 北大核心 2012年第4期113-116,共4页
提出一种区分性Model Pushing方法,将SVM训练出的支持向量沿最优分类面的法线方向进行适当移动,增大不同语种间的区分性,然后将移动后的支持向量反向应用于GMM。该方法既保留了SVM的区分性信息,又利用了GMM在短时语音上的优势,同时增加... 提出一种区分性Model Pushing方法,将SVM训练出的支持向量沿最优分类面的法线方向进行适当移动,增大不同语种间的区分性,然后将移动后的支持向量反向应用于GMM。该方法既保留了SVM的区分性信息,又利用了GMM在短时语音上的优势,同时增加了目标与非目标的区分度。实验结果表明,区分性Model Pushing能有效地提高识别性能。 展开更多
关键词 语种识别 区分性model PUSHING 高斯混合模型超矢量-支持向量机 超平面法向量
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EFFICIENT ESTIMATION OF FUNCTIONAL-COEFFICIENT REGRESSION MODELS WITH DIFFERENT SMOOTHING VARIABLES 被引量:5
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作者 张日权 李国英 《Acta Mathematica Scientia》 SCIE CSCD 2008年第4期989-997,共9页
In this article,a procedure for estimating the coefficient functions on the functional-coefficient regression models with different smoothing variables in different coefficient functions is defined.First step,by the l... In this article,a procedure for estimating the coefficient functions on the functional-coefficient regression models with different smoothing variables in different coefficient functions is defined.First step,by the local linear technique and the averaged method,the initial estimates of the coefficient functions are given.Second step,based on the initial estimates,the efficient estimates of the coefficient functions are proposed by a one-step back-fitting procedure.The efficient estimators share the same asymptotic normalities as the local linear estimators for the functional-coefficient models with a single smoothing variable in different functions.Two simulated examples show that the procedure is effective. 展开更多
关键词 Asymptotic normality averaged method different smoothing variables functional-coefficient regression models local linear method one-step back-fitting procedure
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ASYMPTOTIC PROPERTIES OF ESTIMATORS IN PARTIALLY LINEAR SINGLE-INDEX MODEL FOR LONGITUDINAL DATA 被引量:3
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作者 田萍 杨林 薛留根 《Acta Mathematica Scientia》 SCIE CSCD 2010年第3期677-687,共11页
In this article, a partially linear single-index model /or longitudinal data is investigated. The generalized penalized spline least squares estimates of the unknown parameters are suggested. All parameters can be est... In this article, a partially linear single-index model /or longitudinal data is investigated. The generalized penalized spline least squares estimates of the unknown parameters are suggested. All parameters can be estimated simultaneously by the proposed method while the feature of longitudinal data is considered. The existence, strong consistency and asymptotic normality of the estimators are proved under suitable conditions. A simulation study is conducted to investigate the finite sample performance of the proposed method. Our approach can also be used to study the pure single-index model for longitudinal data. 展开更多
关键词 Longitudinal data partially linear single-index model penalized spline strong consistency asymptotic normality
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