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Adaptive Elastic Net方法在Logistic回归模型中的应用(英文) 被引量:4
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作者 李春红 黄登香 戴洪帅 《工程数学学报》 CSCD 北大核心 2015年第5期759-771,共13页
本文将adaptive Elastic Net方法应用于Logistic回归模型,研究并证明其具有Oracle性质,并利用数值模拟及实际例子将其与Lasso、adaptive Lasso、Elastic Net方法的估计结果进行比较,从结果可以看出,adaptive Elastic Net方法效果更优.
关键词 elastic NET adaptive Lasso adaptive elastic NET Logistic对数线性模型 Oracle性质
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Adaptive Elastic Net结合加速失效时间模型在亚组识别中的应用 被引量:5
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作者 康佩 许军 +2 位作者 黄福强 刘颖欣 安胜利 《南方医科大学学报》 CAS CSCD 北大核心 2019年第10期1200-1206,共7页
目的针对临床试验中的生存数据,基于加速失效时间模型提出一种亚组识别方法。方法将Adaptive Elastic Net应用于加速失效时间模型(称为惩罚模型),通过检验协变量与治疗组别的交互项来识别亚组相关协变量。采用基于极大似然的change-poin... 目的针对临床试验中的生存数据,基于加速失效时间模型提出一种亚组识别方法。方法将Adaptive Elastic Net应用于加速失效时间模型(称为惩罚模型),通过检验协变量与治疗组别的交互项来识别亚组相关协变量。采用基于极大似然的change-point算法寻找预测计分的截断点以对患者进行亚组分类。采用二阶段适应性设计,以评价治疗效果是否存在于所识别的获益亚组人群中。对比四种模型(含协变量主效应的惩罚模型、单变量模型,以及不含协变量主效应的惩罚模型、单变量模型)的亚组识别效果。结果模拟结果显示,在样本量较小、删失率较高、获益亚组占比较小以及样本量不超过协变量个数的情况下,含协变量主效应的惩罚模型在获益亚组的识别上有明显的优势;而其他情况下,则是不含主效应的单变量模型较优。在二阶段适应性设计中,这两种模型进行亚组识别的Ⅰ类错误均控制在0.05左右;当潜在获益亚组时,相比于传统设计,适应性设计很大程度上提高了检验效能。结论含协变量主效应的惩罚模型适用于生存数据的亚组识别;相比于传统设计,二阶段适应性设计更适用于潜在获益亚组的疗效评价。 展开更多
关键词 加速失效时间模型 适应性设计 change-point算法 精准医疗 adaptive elastic NET
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Adaptive Elastic Net方法在Cox模型变量选择中的研究 被引量:1
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作者 韦新星 李春红 戴洪帅 《西南大学学报(自然科学版)》 CAS CSCD 北大核心 2017年第9期88-94,共7页
将Adaptive Elastic Net方法运用于Cox模型的变量选择中,证明了在一定条件下,Cox模型的Adaptive Elastic Net估计具有组效应性质.数值模拟和具体实例验证了该估计的组效应性质,表明Cox模型的Adaptive Elastic Net方法优于Lasso方法、Ada... 将Adaptive Elastic Net方法运用于Cox模型的变量选择中,证明了在一定条件下,Cox模型的Adaptive Elastic Net估计具有组效应性质.数值模拟和具体实例验证了该估计的组效应性质,表明Cox模型的Adaptive Elastic Net方法优于Lasso方法、Adaptive Lasso方法和Elastic Net方法. 展开更多
关键词 adaptive elastic Net方法 COX模型 变量选择 组效应性质
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基于Adaptive Elastic Net与加速失效时间模型的亚组识别方法的应用拓展 被引量:3
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作者 韦红霞 康佩 +3 位作者 刘颖欣 黄福强 陈征 安胜利 《南方医科大学学报》 CAS CSCD 北大核心 2021年第3期391-398,共8页
目的针对适应性设计下的Adaptive Elastic Net与加速失效时间模型亚组识别方法进行更多适用条件下的研究,以获得该方法最佳应用效果所对应的参数。方法基于前期所提出的亚组识别方法,进一步探讨协变量间相关性、二阶段显著性水准([α1]... 目的针对适应性设计下的Adaptive Elastic Net与加速失效时间模型亚组识别方法进行更多适用条件下的研究,以获得该方法最佳应用效果所对应的参数。方法基于前期所提出的亚组识别方法,进一步探讨协变量间相关性、二阶段显著性水准([α1]和[α2])、协变量与样本量比例对该方法的影响。通过模拟研究,探讨含/不含协变量主效应的惩罚模型在不同情形下的亚组识别效果。结果协变量间的相关性r=0、0.3、0.5时,检验效能(power)表现稳定;在二阶段自适应设计中,当[α1]和[α2]分别为0.035和0.015时,模型的power最高;固定样本量n的情况下,power随着待选协变量个数与n比例的上升而下降,比例升到1之后power呈现平稳趋势;对于不同生存时间的参数分布,单变量模型表现出不同的模式,而惩罚AFT模型相对稳定。结论协变量间的相关性不影响检验power;(0.035,0.015)可作为自适应设计显著性水准的参考设置;获益亚组与非获益亚组间的治疗效果差异较小时,含协变量主效应的惩罚性AFT模型(Penalized,Eq_in)优于不含协变量主效应的单变量AFT模型(Univariate,Eq_ex);当协变量数量与样本量的比值小于1时,“Univariate,Eq_ex”的power更高;否则,“Penalized,Eq_in”的效果会更好;生存数据的参数分布对单变量模型的影响较大,但对惩罚模型的影响较小。 展开更多
关键词 加速失效时间模型 adaptive elastic NET 适应性设计 生存数据 亚组识别
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基于Adaptive Elastic Net方法的近红外光谱建模技术(英文) 被引量:1
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作者 郑年年 栾小丽 刘飞 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2019年第1期319-324,共6页
当近红外光谱信息远远大于样本量时,对光谱信息进行自动变量选择进而建立光谱与微量成分含量之间的稀疏线性模型重要且具有挑战性。针对聚苯醚生产过程中微量成分邻甲酚难以测量的问题,将变量选择方法 Adaptive Elastic Net用于建立近... 当近红外光谱信息远远大于样本量时,对光谱信息进行自动变量选择进而建立光谱与微量成分含量之间的稀疏线性模型重要且具有挑战性。针对聚苯醚生产过程中微量成分邻甲酚难以测量的问题,将变量选择方法 Adaptive Elastic Net用于建立近红外光谱与邻甲酚含量之间的定量校正模型,并将其模型性能与ElasticNet方法进行对比。在变量数目远远大于样本量的情形下,ElasticNet方法虽可以实现变量选择,但由于其系数估计不具备Oracle性质,使得模型的可解释性和预测精度受到影响,而Adaptive Elastic Net方法通过对L1惩罚项施加自适应权重从而很好的解决了上述问题并提高了模型性能。为了验证Adaptive Elastic Net方法的模型性能指标,用最终被选中的自变量数目来评价模型复杂度;利用复相关系数R^2来评价模型的可解释性,利用平均相对预测误差MRPE(mean relative prediction error)和预测相关系数Rp来评价模型的预测精度。Elastic Net方法建立的模型性能指标为:NSIV=529,R^2=0.96,MRPE=3.22%,Rp=0.97;Adaptive Elastic Net方法的性能指标为:NSIV=139,R^2=0.99,MRPE=2.00%,Rp=0.99。结果表明:Adaptive Elastic Net所建立模型的性能指标优于Elastic Net方法,可以得到更加简单且具有较强可解释性和较高预测精度的稀疏线性模型。 展开更多
关键词 近红外光谱 adaptive elastic NET 可解释性 预测精度
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Elastic Characteristic Extraction Method of Underwater Target Based on Adaptive Filtering
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作者 Zhen-Shan Wang Yun-Fei Chen +1 位作者 Gui-Juan Li Ji-Hui Wang 《Journal of Electronic Science and Technology》 CAS 2012年第2期149-152,共4页
In this paper, a kind of elastic characteristic extraction method of underwater targets based on adaptive filtering is introduced. The kernel of the method is the recursive least square (RLS) algorithm. Firstly, the... In this paper, a kind of elastic characteristic extraction method of underwater targets based on adaptive filtering is introduced. The kernel of the method is the recursive least square (RLS) algorithm. Firstly, the geometric scattering signal is fit by using the echo signal and the incident signal. Then, the frequency spectrum of the echo signal and the geometric scattering signal are calculated. At last, the frequency spectrum of the elastic scattering signal is obtained. The research of the simulation and lake experiment is carried on. As the results show, the formants of the elastic signal frequency spectrum can be precisely extracted by the algorithm, and the extraction algorithm can apply to extracting the elastic characteristic from the echo signal in a real underwater acoustics environment. 展开更多
关键词 adaptive characteristic elastic scattering scattering signal. filtering SIGNAL elastic geometric
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Quasi-optimal complexity of adaptive finite element method for linear elasticity problems in two dimensions
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作者 Chunmei LIU Liuqiang ZHONG +1 位作者 Shi SHU Yingxiong XIAO 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2016年第2期151-168,共18页
This paper introduces an adaptive finite element method (AFEM) using the newest vertex bisection and marking exclusively according to the error estimator without special treatment of oscillation. By the combination ... This paper introduces an adaptive finite element method (AFEM) using the newest vertex bisection and marking exclusively according to the error estimator without special treatment of oscillation. By the combination of the global lower bound and the localized upper bound of the posteriori error estimator, perturbation of oscillation, and cardinality of the marked element set, it is proved that the AFEM is quasi-optimal for linear elasticity problems in two dimensions, and this conclusion is verified by the numerical examples. 展开更多
关键词 linear elasticity problem adaptive finite element method (AFEM) quasioptimal complexity
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Elastic Adaptive Fuzzy Logic Controller
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作者 Ognjen Kuljaca Frank Lewis +1 位作者 Jyotirmay Gadewadikar Krunoslav Horvat 《通讯和计算机(中英文版)》 2010年第12期74-82,共9页
关键词 模糊逻辑自适应控制器 模糊逻辑控制器 弹性力学 在线调整 隶属函数 模糊控制器 个人因素 传播形式
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Adaptive Multi-Step Evaluation Design With Stability Guarantee for Discrete-Time Optimal Learning Control 被引量:7
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作者 Ding Wang Jiangyu Wang +2 位作者 Mingming Zhao Peng Xin Junfei Qiao 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第9期1797-1809,共13页
This paper is concerned with a novel integrated multi-step heuristic dynamic programming(MsHDP)algorithm for solving optimal control problems.It is shown that,initialized by the zero cost function,MsHDP can converge t... This paper is concerned with a novel integrated multi-step heuristic dynamic programming(MsHDP)algorithm for solving optimal control problems.It is shown that,initialized by the zero cost function,MsHDP can converge to the optimal solution of the Hamilton-Jacobi-Bellman(HJB)equation.Then,the stability of the system is analyzed using control policies generated by MsHDP.Also,a general stability criterion is designed to determine the admissibility of the current control policy.That is,the criterion is applicable not only to traditional value iteration and policy iteration but also to MsHDP.Further,based on the convergence and the stability criterion,the integrated MsHDP algorithm using immature control policies is developed to accelerate learning efficiency greatly.Besides,actor-critic is utilized to implement the integrated MsHDP scheme,where neural networks are used to evaluate and improve the iterative policy as the parameter architecture.Finally,two simulation examples are given to demonstrate that the learning effectiveness of the integrated MsHDP scheme surpasses those of other fixed or integrated methods. 展开更多
关键词 adaptive critic artificial neural networks Hamilton-Jacobi-Bellman(HJB)equation multi-step heuristic dynamic programming multi-step reinforcement learning optimal control
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Adaptive multi-step piecewise interpolation reproducing kernel method for solving the nonlinear time-fractional partial differential equation arising from financial economics 被引量:1
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作者 杜明婧 孙宝军 凯歌 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第3期53-57,共5页
This paper is aimed at solving the nonlinear time-fractional partial differential equation with two small parameters arising from option pricing model in financial economics.The traditional reproducing kernel(RK)metho... This paper is aimed at solving the nonlinear time-fractional partial differential equation with two small parameters arising from option pricing model in financial economics.The traditional reproducing kernel(RK)method which deals with this problem is very troublesome.This paper proposes a new method by adaptive multi-step piecewise interpolation reproducing kernel(AMPIRK)method for the first time.This method has three obvious advantages which are as follows.Firstly,the piecewise number is reduced.Secondly,the calculation accuracy is improved.Finally,the waste time caused by too many fragments is avoided.Then four numerical examples show that this new method has a higher precision and it is a more timesaving numerical method than the others.The research in this paper provides a powerful mathematical tool for solving time-fractional option pricing model which will play an important role in financial economics. 展开更多
关键词 time-fractional partial differential equation adaptive multi-step reproducing kernel method method numerical solution
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A Robust Hybrid Solution for Pull-in Instability of FG Nano Electro-Mechanical Switches Based on Surface Elasticity Theory
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作者 Vafa Mirzaei Mohammad Bameri +1 位作者 Peyman Moradweysi Mohammad Mohammadi Aghdam 《Computer Modeling in Engineering & Sciences》 2025年第6期2811-2832,共22页
The precise computation of nanoelectromechanical switches’(NEMS)multi-physical interactions requires advanced numerical models and is a crucial part of the development of micro-and nano-systems.This paper presents a ... The precise computation of nanoelectromechanical switches’(NEMS)multi-physical interactions requires advanced numerical models and is a crucial part of the development of micro-and nano-systems.This paper presents a novel compound numerical method to study the instability of a functionally graded(FG)beam-type NEMS,considering surface elasticity effects as stated by Gurtin-Murdoch theory in an Euler-Bernoulli beam.The presented method is based on a combination of the Method of Adjoints(MoA)together with the Bézier-based multistep technique.By utilizing the MoA,a boundary value problem(BVP)is turned into an initial value problem(IVP).The resulting IVP is then solved by employing a cost-efficient multi-step process.It is demonstrated that the mentioned method can arrive at a high level of accuracy.Furthermore,it is revealed that the stability of the presented methodology is far better than that of other common multi-step methods,such as Adams-Bashforth,particularly at higher step sizes.Finally,the effects of axially functionally graded(FG)properties on the pull-in phenomenon and the main design parameters of NEMS,including the detachment length,are inspected.It was shown that the main parameter of design is the modulus of elasticity of the material,as Silver(Ag),which had better mechanical properties,showed almost a 6%improvement compared to aluminum(Al).However,by applying the correct amount of material with sturdier surface parameters,such as Aluminum(Al),at certain points,the nanobeams’functionality can be improved even further by around 1.5%. 展开更多
关键词 Nano electro-mechanical switches pull-in instability surface elasticity theory method of Adjoints Bezier multi-step method
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Neural Network Adaptive Hierarchical Sliding Mode Control for the Trajectory Tracking of a Tendon-Driven Manipulator
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作者 Yudong Zhang Leiying He +2 位作者 Jianneng Chen Bo Yan Chuanyu Wu 《Chinese Journal of Mechanical Engineering》 2025年第2期295-314,共20页
Tracking control of tendon-driven manipulators has become a prevalent research area.However,the existence of flexible elastic tendons generates substantial residual vibrations,resulting in difficulties for trajectory ... Tracking control of tendon-driven manipulators has become a prevalent research area.However,the existence of flexible elastic tendons generates substantial residual vibrations,resulting in difficulties for trajectory tracking control of the manipulator.This paper proposes the radial basis function neural network adaptive hierarchical sliding mode control(RBFNNA-HSMC)method,which combines the dynamic model of the elastic tendon-driven manipulator(ETDM)with radial basis neural network adaptive control and hierarchical sliding mode control technology.The aim is to achieve trajectory tracking control of ETDM even under conditions of model inaccuracy and disturbance.The Lyapunov stability theory demonstrates the stability of the proposed RBFNNA-HSM controller.In order to assess the effectiveness and adaptability of the proposed control method,simulations and experiments were performed on a two-DOF ETDM.The RBFNNA-HSM method shows superior tracking accuracy compared to traditional modelbased HSM control.The experiment shows that the maximum tracking error for ETDM double-joint trajectory tracking is below 2.593×10-3rad and 1.624×10-3rad,respectively. 展开更多
关键词 elastic tendon-driven manipulator Flexible joint Hierarchical sliding mode control Neural network adaptive control Tracking control
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ABOUT TWO TYPES OF MICROSTRUCTURES ADAPTED TO HEAT EVACUATION AND ELASTIC STRESS:SNOW FLAKES AND QUASI-CRYSTALS
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作者 Luc Tartar 《Acta Mathematica Scientia》 SCIE CSCD 2012年第1期84-108,共25页
I first met Constantine Dafermos in August 1974, at a meeting at Brown University, where I was invited because my former advisor (Jacques-Louis LIONS) could not come, and he had proposed my name. I was happily surpr... I first met Constantine Dafermos in August 1974, at a meeting at Brown University, where I was invited because my former advisor (Jacques-Louis LIONS) could not come, and he had proposed my name. I was happily surprised that Constantine greeted me as if he knew me well, and since for many years now I have considered him as if he was an older brother, I wonder when this feeling started. 展开更多
关键词 ABOUT TWO TYPES OF MICROSTRUCTURES adaptED TO HEAT EVACUATION AND elastic STRESS
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EVA考核下科技型央企价值创造能力影响因素研究——基于Elastic Net的实证研究 被引量:1
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作者 赵丽萍 张紫璇 《工业技术经济》 CSSCI 北大核心 2017年第8期125-130,共6页
本文基于EVA视角以科技型央企为样本对象,收集其2011~2015年的面板数据为研究样本,选出影响央企价值创造能力的30个指标,运用弹性网的模型对其进行实证研究,并与Lasso模型及自适应Lasso模型进行对比,最终筛选出18个对EVA率产生关键影响... 本文基于EVA视角以科技型央企为样本对象,收集其2011~2015年的面板数据为研究样本,选出影响央企价值创造能力的30个指标,运用弹性网的模型对其进行实证研究,并与Lasso模型及自适应Lasso模型进行对比,最终筛选出18个对EVA率产生关键影响的指标,并得到其回归系数,最后又将三种模型的准确率进行检测,得出资产报酬率和净资产利润率对央企价值创造能力的正向作用最为显著的结果,企业价值创造能力应着重从以上的方面进行评估。此外,本文从实证结果中得出结论:科技型央企应积极提高自身资产利用效率,谨慎使用权益资本进行投资,才能进一步提升自身价值创造能力。 展开更多
关键词 EVA 价值创造能力 弹性网 Lasso 自适应Lasso 科技型央企
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Active elastic metamaterials for subwavelength wave propagation control 被引量:4
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作者 Y.Y.Chen G.L.Huang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2015年第3期349-363,共15页
Recent research activities in elastic metamaterials demonstrate a significant potential for subwavelength wave propagation control owing to their interior locally resonant mechanism. The growing technological developm... Recent research activities in elastic metamaterials demonstrate a significant potential for subwavelength wave propagation control owing to their interior locally resonant mechanism. The growing technological developments in electro/magnetomechanical couplings of smart materials have introduced a controlling degree of freedom for passive elastic metamaterials. Active elastic metamaterials could allow for a fine control of material physical behavior and thereby induce new functional properties that cannot be produced by passive approaches. In this paper, two types of active elastic metamaterials with shunted piezoelectric materials and electrorheological elastomers are proposed. Theoretical analyses and numerical validations of the active elastic metamaterials with detailed microstructures are pre- sented for designing adaptive applications in band gap structures and extraordinary waveguides. The active elastic metamaterial could provide a new design methodology for adaptive wave filters, high signal-to-noise sensors, and structural health monitoring applications. 展开更多
关键词 Active elastic metamaterials Subwavelengthwave control adaptive metastructures Smart materials
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An adaptive finite element procedure for crack propagation analysis 被引量:3
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作者 ALSHOAIBI Abdulnaser M. HADI M.S.A. ARIFFIN A.K. 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第2期228-236,共9页
This paper presents the adaptive mesh finite element estimation method for analyzing 2D linear elastic fracture problems. The mesh is generated by the advancing front method and the norm stress error is taken as a pos... This paper presents the adaptive mesh finite element estimation method for analyzing 2D linear elastic fracture problems. The mesh is generated by the advancing front method and the norm stress error is taken as a posteriori error estimator for the h-type adaptive refinement. The stress intensity factors are estimated by a displacement extrapolation technique. The near crack tip displacements used are obtained from specific nodes of natural six-noded quarter-point elements which are generated around the crack tip defined by the user. The crack growth and its direction are determined by the calculated stress intensity factors. The maximum circumference theory is used for the latter. In evaluating the accuracy of the estimated stress intensity factors, four cases are tested consisting of compact tension specimen, three-point bending specimen, central cracked plate and double edge notched plate. These were carried out and compared to the results from other studies. The crack trajectories of these specimen tests are also illustrated. 展开更多
关键词 Linear elastic fracture mechanics adaptive refinement Stress intensity factors Crack propagation
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Study of Signal Processing Algorithm in the Receiving End of Through-the-Earth Communications of Elastic Wave
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作者 郭银景 杨军 +1 位作者 穆卫涛 陈赓 《Journal of Measurement Science and Instrumentation》 CAS 2010年第2期166-169,共4页
In the research of elastic wave signal detection algorithm, a method based on adaptive wavelet analysis and segmentation threshold processing of the channel noise removal methods is suggested to overcome the effect of... In the research of elastic wave signal detection algorithm, a method based on adaptive wavelet analysis and segmentation threshold processing of the channel noise removal methods is suggested to overcome the effect of noise, which is prcduced by absorption loss, scattering loss, reflection loss and multi-path effect during the elastic wave in the transmission undelgroound. The method helps to realize extraction and recovery of weak signal of elastic wave from the multi-path channel, and simulation study is carded out about wavelet de-noising effects of the elastic wave and obtained satisfactory results. 展开更多
关键词 through-tbe-earth oommunications of elastic wave weak signal detection adaptive wavelet analysis
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Adaptive alterations of elastic fibers in the bilaminar zone of rabbit temporomandibular joint following disc displacement 被引量:1
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作者 谷志远 吴慧玲 +4 位作者 冯剑颖 柴田考典 胡济安 张银凯 谢志坚 《Chinese Medical Journal》 SCIE CAS CSCD 2002年第12期1772-1776,144,共5页
OBJECTIVE: To study the adaptive alterations of elastic fibers in the bilaminar zone (BZ) of rabbit temporomandibular joint (TMJ) following disc displacement. METHODS: Twenty-eight Japanese white rabbits were used in ... OBJECTIVE: To study the adaptive alterations of elastic fibers in the bilaminar zone (BZ) of rabbit temporomandibular joint (TMJ) following disc displacement. METHODS: Twenty-eight Japanese white rabbits were used in this study. The right temporomandibular joints of 20 of 28 rabbits were subjected to the surgical procedure of anterior disc displacement (ADD). Four rabbits in the surgical group were sacrificed at 2, 4, 6, 8 and 12 weeks after operation. Their temporomandibular joints were studied histochemically. RESULTS: Elastic fibers were reduced in number and ran irregularly in the superior lamina of BZ from ADD rabbits. The jungly elastic fibers (EFs) could still be seen at 2 weeks after operation. At 4 weeks, the number of EFs decreased significantly; EFs lost their jungly arrangement and were shaped like rough dots, of which the arrangement and the lengths were different. Six weeks after operation, many EFs were replaced by distorted, uneven, non-oriented fine EFs, distributed unevenly and some thick or fine EFs that ran irregularly. The number of EFs decreased further and their arrangement was more deranged at 8 weeks. At 10 and 12 weeks, EFs in the superior lamina of BZ were similar to those at 8 weeks. CONCLUSION: Our results show that EFs lost their function as well as their distribution and arrangement after disc displacement. 展开更多
关键词 adaptation Physiological ANIMALS Behavior Animal Dislocations elastic Tissue Extracellular Matrix RABBITS Temporomandibular Joint Disk Temporomandibular Joint Disorders
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THE ADAPTIVE IMMERSED INTERFACE FINITE ELEMENT METHOD FOR ELASTICITY INTERFACE PROBLEMS 被引量:1
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作者 Yanzhen Chang 《Journal of Computational Mathematics》 SCIE CSCD 2012年第6期629-642,共14页
In this paper, we propose adaptive finite element methods with error control for solving elasticity problems with discontinuous coefficients. The meshes in the methods do not need to fit the interfaces. We establish a... In this paper, we propose adaptive finite element methods with error control for solving elasticity problems with discontinuous coefficients. The meshes in the methods do not need to fit the interfaces. We establish a residual-based a posteriori error estimate which is λ- independent multiplicative constants; the Lame constant λ steers the incompressibility. The error estimators are then implemented and tested with promising numerical results which will show the competitive behavior of the adaptive algorithm. 展开更多
关键词 adaptive finite element method elasticity interface problems.
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