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A robust compact least-squares reconstruction method for compressible turbulent flow simulations of complex configurations 被引量:1
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作者 Jia YAN Zhengyu NIU +3 位作者 Xiaoquan YANG Jue DING Xiaolong TANG Peifeng WENG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第12期113-138,共26页
For the second-order finite volume method,implicit schemes and reconstruction methods are two main algorithms which influence the robustness and efficiency of the numerical simulations of compressible turbulent flows.... For the second-order finite volume method,implicit schemes and reconstruction methods are two main algorithms which influence the robustness and efficiency of the numerical simulations of compressible turbulent flows.In this paper,a compact least-squares reconstruction method is proposed to calculate the gradients for the distribution of flow field variables approximation.The compactness of the new reconstruction method is reflected in the gradient calculation process.The geometries of the face-neighboring elements are no longer utilized,and the weighted average values at the centroid of the interfaces are used to calculate the gradients instead of the values at the centroid of the face-neighboring elements.Meanwhile,an exact Jacobian solving strategy is developed for implicit temporal discretization.The accurate processing of Jacobian matrix can extensively improve the invertibility of the Jacobian matrix and avoid introducing extra numerical errors.In addition,a modified Venkatakrishnan limiter is applied to deal with the shock which may appear in transonic flows and the applicability of the mentioned methods is enhanced further.The combination of the proposed methods makes the numerical simulations of turbulent flow converge rapidly and steadily with an adaptive increasing CFL number.The numerical results of several benchmarks indicate that the proposed methods perform well in terms of robustness,efficiency and accuracy,and have good application potential in turbulent flow simulations of complex configurations. 展开更多
关键词 Compact least-squares reconstruction method Exact Jacobian matrix Finite volume method Implicit schemes Turbulent flow
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An adaptive image sparse reconstruction method combined with nonlocal similarity and cosparsity for mixed Gaussian-Poisson noise removal 被引量:1
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作者 陈勇翡 高红霞 +1 位作者 吴梓灵 康慧 《Optoelectronics Letters》 EI 2018年第1期57-60,共4页
Compressed sensing(CS) has achieved great success in single noise removal. However, it cannot restore the images contaminated with mixed noise efficiently. This paper introduces nonlocal similarity and cosparsity insp... Compressed sensing(CS) has achieved great success in single noise removal. However, it cannot restore the images contaminated with mixed noise efficiently. This paper introduces nonlocal similarity and cosparsity inspired by compressed sensing to overcome the difficulties in mixed noise removal, in which nonlocal similarity explores the signal sparsity from similar patches, and cosparsity assumes that the signal is sparse after a possibly redundant transform. Meanwhile, an adaptive scheme is designed to keep the balance between mixed noise removal and detail preservation based on local variance. Finally, IRLSM and RACoSaMP are adopted to solve the objective function. Experimental results demonstrate that the proposed method is superior to conventional CS methods, like K-SVD and state-of-art method nonlocally centralized sparse representation(NCSR), in terms of both visual results and quantitative measures. 展开更多
关键词 SVD AK An adaptive image sparse reconstruction method combined with nonlocal similarity and cosparsity for mixed Gaussian-Poisson noise removal MSR
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Variational regularization method of solving the Cauchy problem for Laplace's equation: Innovation of the Grad–Shafranov(GS) reconstruction 被引量:4
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作者 颜冰 黄思训 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第10期650-655,共6页
The simplified linear model of Grad-Shafranov (GS) reconstruction can be reformulated into an inverse boundary value problem of Laplace's equation. Therefore, in this paper we focus on the method of solving the inv... The simplified linear model of Grad-Shafranov (GS) reconstruction can be reformulated into an inverse boundary value problem of Laplace's equation. Therefore, in this paper we focus on the method of solving the inverse boundary value problem of Laplace's equation. In the first place, the variational regularization method is used to deal with the ill- posedness of the Cauchy problem for Laplace's equation. Then, the 'L-Curve' principle is suggested to be adopted in choosing the optimal regularization parameter. Finally, a numerical experiment is implemented with a section of Neumann and Dirichlet boundary conditions with observation errors. The results well converge to the exact solution of the problem, which proves the efficiency and robustness of the proposed method. When the order of observation error δ is 10-1, the order of the approximate result error can reach 10-3. 展开更多
关键词 Grad-Shafranov reconstruction variational regularization method Cauchy problem
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Image reconstruction based on total-variation minimization and alternating direction method in linear scan computed tomography 被引量:6
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作者 张瀚铭 王林元 +3 位作者 闫镔 李磊 席晓琦 陆利忠 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第7期582-589,共8页
Linear scan computed tomography (LCT) is of great benefit to online industrial scanning and security inspection due to its characteristics of straight-line source trajectory and high scanning speed. However, in prac... Linear scan computed tomography (LCT) is of great benefit to online industrial scanning and security inspection due to its characteristics of straight-line source trajectory and high scanning speed. However, in practical applications of LCT, there are challenges to image reconstruction due to limited-angle and insufficient data. In this paper, a new reconstruction algorithm based on total-variation (TV) minimization is developed to reconstruct images from limited-angle and insufficient data in LCT. The main idea of our approach is to reformulate a TV problem as a linear equality constrained problem where the objective function is separable, and then minimize its augmented Lagrangian function by using alternating direction method (ADM) to solve subproblems. The proposed method is robust and efficient in the task of reconstruction by showing the convergence of ADM. The numerical simulations and real data reconstructions show that the proposed reconstruction method brings reasonable performance and outperforms some previous ones when applied to an LCT imaging problem. 展开更多
关键词 linear scan CT image reconstruction total variation alternating direction method
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New Method of Reconstruction from Nonparallel Stereo and Application to Surgical Navigator
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作者 王建华 刘允才 《Journal of Shanghai Jiaotong university(Science)》 EI 2007年第6期707-712,共6页
A new method to reconstruct 3D scene points from nonparallel stereo is proposed. From a pair of conjugate images in an arbitrarily configured stereo system that has been calibrated, coordinates of 3D scene points can ... A new method to reconstruct 3D scene points from nonparallel stereo is proposed. From a pair of conjugate images in an arbitrarily configured stereo system that has been calibrated, coordinates of 3D scene points can be computed directly using the method, bypassing the process of rectifying images or iterative solution involved in existing methods. Experiment results from both simulated data and real images validate the method. Practical application to surgical navigator shows that the method has advantages to improve efficiency and accuracy of 3D reconstruction from nonparallel stereo system in comparison with the conventional method that employs algorithm for standard parallel axes stereo geometry. 展开更多
关键词 STEREO nonparallel axes reconstructION method SURGICAL NAVIGATOR
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An efficient source wavefield reconstruction scheme using single boundary layer values for the spectral element method 被引量:3
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作者 YouShan Liu Tao Xu +3 位作者 YangHua Wang JiWen Teng José Badal HaiQiang Lan 《Earth and Planetary Physics》 CSCD 2019年第4期342-357,共16页
In the adjoint-state method, the forward-propagated source wavefield and the backward-propagated receiver wavefield must be available simultaneously either for seismic imaging in migration or for gradient calculation ... In the adjoint-state method, the forward-propagated source wavefield and the backward-propagated receiver wavefield must be available simultaneously either for seismic imaging in migration or for gradient calculation in inversion. A feasible way to avoid the excessive storage demand is to reconstruct the source wavefield backward in time by storing the entire history of the wavefield in perfectly matched layers. In this paper, we make full use of the elementwise global property of the Laplace operator of the spectral element method (SEM) and propose an efficient source wavefield reconstruction method at the cost of storing the wavefield history only at single boundary layer nodes. Numerical experiments indicate that the accuracy of the proposed method is identical to that of the conventional method and is independent of the order of the Lagrange polynomials, the element type, and the temporal discretization method. In contrast, the memory-saving ratios of the conventional method versus our method is at least N when using either quadrilateral or hexahedron elements, respectively, where N is the order of the Lagrange polynomials used in the SEM. A higher memorysaving ratio is achieved with triangular elements versus quadrilaterals. The new method is applied to reverse time migration by considering the Marmousi model as a benchmark. Numerical results demonstrate that the method is able to provide the same result as the conventional method but with about 1/25 times lower storage demand. With the proposed wavefield reconstruction method, the storage demand is dramatically reduced;therefore, in-core memory storage is feasible even for large-scale three-dimensional adjoint inversion problems. 展开更多
关键词 spectral element method SOURCE wavefield reconstruction SINGLE boundary layer memory-saving ratio ADJOINT method reverse time migration
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Unhappy triad in limb reconstruction:Management by Ilizarov method 被引量:4
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作者 Barakat Sayed El-Alfy 《World Journal of Orthopedics》 2017年第1期42-48,共7页
AIM To evaluate the results of the Ilizarov method in management of cases with bone loss, soft tissue loss and infection.METHODS Twenty eight patients with severe leg trauma complicated by bone loss, soft tissue loss ... AIM To evaluate the results of the Ilizarov method in management of cases with bone loss, soft tissue loss and infection.METHODS Twenty eight patients with severe leg trauma complicated by bone loss, soft tissue loss and infection were managed by distraction osteogenesis in our institution. After radical debridement of all the infected and dead tissues the Ilizarov frame was applied, corticotomy was done and bone transport started. The wounds were left open to drain. Partial limb shortening was done in seven cases to reduce the size of both the skeletal and soft tissue defects. The average follow up period was 39 mo(range 27-56 mo). RESULTS The infection was eradicated in all cases. All the soft tissue defects healed during bone transport and plastic surgery was only required in 2 cases. Skeletal defects were treated in all cases. All patients required another surgery at the docking site to fashion the soft tissue and to cover the bone ends. The external fixation time ranged from 9 to 17 mo with an average of 13 mo. The complications included pin tract infection in 16 cases, wire breakage in 2 cases, unstable scar in 4 cases and chronic edema in 3 cases. According to the association for study and application of methods of Ilizarov score the bone results were excellent in 10, good in 16 and fair in 2 cases while the functional results were excellent in 8, good in 17 and fair in 3 cases. CONCLUSION Distraction osteogenesis is a good method that can treat the three problems of this triad simultaneously. 展开更多
关键词 ILIZAROV methods BONE DEFECT SOFT TISSUE reconstruction Open BONE transport
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SPECTRAL/HP ELEMENT METHOD WITH HIERARCHICAL RECONSTRUCTION FOR SOLVING NONLINEAR HYPERBOLIC CONSERVATION LAWS
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作者 Zhiliang Xu Guang Lin 《Acta Mathematica Scientia》 SCIE CSCD 2009年第6期1737-1748,共12页
The hierarchical reconstruction (HR) [Liu, Shu, Tadmor and Zhang, SINUM '07] has been successfully applied to prevent oscillations in solutions computed by finite volume, Runge-Kutta discontinuous Galerkin, spectra... The hierarchical reconstruction (HR) [Liu, Shu, Tadmor and Zhang, SINUM '07] has been successfully applied to prevent oscillations in solutions computed by finite volume, Runge-Kutta discontinuous Galerkin, spectral volume schemes for solving hyperbolic conservation laws. In this paper, we demonstrate that HR can also be combined with spectral/hp element method for solving hyperbolic conservation laws. An orthogonal spectral basis written in terms of Jacobi polynomials is applied. High computational efficiency is obtained due to such matrix-free algorithm. The formulation is conservative, and essential nomoscillation is enforced by the HR limiter. We show that HR preserves the order of accuracy of the spectral/hp element method for smooth solution problems and generate essentially non-oscillatory solutions profiles for capturing discontinuous solutions without local characteristic decomposition. In addition, we introduce a postprocessing technique to improve HR for limiting high degree numerical solutions. 展开更多
关键词 spectral/hp element method hierarchical reconstruction discontinuous Galerkin hyperbolic conservation laws
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Preliminary analysis of reactivity reconstruction capability based on inverse kinetics method under different initial reactivity states
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作者 Xiao-Xiang Zhang Guang-Yao Sun +2 位作者 Jun Gao Jing Song Qi Yang 《Nuclear Science and Techniques》 SCIE CAS CSCD 2018年第2期74-81,共8页
Online reactivity monitoring plays an important role in operation and safety analyses of fission reactor systems. The inverse kinetics method, which is based on a point kinetics model, is the most widely used method f... Online reactivity monitoring plays an important role in operation and safety analyses of fission reactor systems. The inverse kinetics method, which is based on a point kinetics model, is the most widely used method for reactivity reconstruction of critical water reactors. However, this method is seldom applied to the reactivity reconstruction of subcritical reactors. In this study, an inverse kinetics method was employed for the reactivity reconstruction of a lead-based reactor under different initial reactivity states(ρ_0= 0,-2786,-5486,-8367, and-12,371 pcm). The results showed that the deviation in the reactivity of the lead-based subcritical reactor was greater when ρ_0 became smaller. The reactivity reconstructed using the inverse kinetics method was globally underestimated. At a given reactivity perturbation, the relative and absolute errors increased with the decrease in the initial reactivity. At a given initial reactivity, with the increase in the reactivity perturbation, the absolute error increased, whereas the relative error remained the same.This deviation is due to the variation in the external neutron source, spatial-spectral effects, and sub-diffusive effects, which require further study. 展开更多
关键词 REACTIVITY reconstructION Preliminary analysis INVERSE kinetics method Lead-based REACTOR
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TRACKING AND RECONSTRUCTION METHODS FOR MOVING-INTERFACES 被引量:2
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作者 刘儒勋 刘晓平 +1 位作者 张磊 王志峰 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2004年第3期307-321,共15页
A simple,efficient and accurate high resolution method to tracking moving-interfaces-the characteristic integral-averaging finite volume method on unstructured meshes is proposed. And some numerical tests and evaluati... A simple,efficient and accurate high resolution method to tracking moving-interfaces-the characteristic integral-averaging finite volume method on unstructured meshes is proposed. And some numerical tests and evaluation of six main efficient methods for interface reconstruction are made. Through strict numerical simulation,their characters,advantages and shortcomings are compared,analyzed and commended in particular. 展开更多
关键词 moving-interface interface-reconstruction fluid volume function integral-averaging finite volume method
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Reconstruction method of differentiated backprojection-projection onto convex sets in the interior problem and design of bone-nail model
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作者 吕东辉 史安生 《Journal of Shanghai University(English Edition)》 CAS 2010年第2期131-136,共6页
This work focuses on the application of the reconstruction method of differentiated backprojection (DBP)-projection onto convex sets (POCS) in the interior problem.First,we present the definition of the interior p... This work focuses on the application of the reconstruction method of differentiated backprojection (DBP)-projection onto convex sets (POCS) in the interior problem.First,we present the definition of the interior problem and real truncated Hilbert transform,and then outline the implementation steps of DBP-POCS.After that,we introduce the middle-part known condition for region of interest (ROI) accurate reconstruction and the unique condition of the interior problem,and verify the uniqueness and stability of the interior problem accurate reconstruction through numerical experiments,and then compare the results for the interior problem in reconstruction images using filtered backprojection (FBP).In addition,the authors also design the application models of ROI reconstruction and make an initial attempt to the application of DBP-POCS method in the interior problem. 展开更多
关键词 region of interest (ROI) reconstruction truncated Hilbert transform DBP-POCS method interior problem
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先天性外耳畸形诊断教学课程在整复外科中的实践探索及应用
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作者 陈霞 张如鸿 《组织工程与重建外科》 2026年第1期105-108,共4页
先天性外耳畸形是一类常见的先天性畸形,严重影响患者的外观,并对其心理健康及社会适应能力产生深远的负面影响。整复外科在这些畸形的诊断与治疗中发挥着至关重要的作用。近年来,随着医学教育的不断发展,整复外科教学课程中对先天性外... 先天性外耳畸形是一类常见的先天性畸形,严重影响患者的外观,并对其心理健康及社会适应能力产生深远的负面影响。整复外科在这些畸形的诊断与治疗中发挥着至关重要的作用。近年来,随着医学教育的不断发展,整复外科教学课程中对先天性外耳畸形的诊断实践探索逐渐受到重视。当前的教学方法虽然在一定程度上促进了学生的临床技能培养,但仍存在不足之处,如缺乏系统性和实践性。本文旨在探讨整复外科教学课程中对于各种先天性外耳畸形的诊断实践的探索与应用,分析现有教学方法的有效性,并结合最新的研究成果,提出相应的改进建议,以期提升学生的临床技能和理论知识,为该领域的教育改革和发展提供有益的见解。 展开更多
关键词 先天性外耳畸形 诊断课程 教学方法 医学教育 整复外科
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半解析CFD-DEM耦合方法研究进展
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作者 许成顺 苏卓林 +1 位作者 徐佳琳 吴昕怡 《土木工程学报》 北大核心 2026年第2期1-19,共19页
流体-颗粒相互作用广泛存在于岩土工程、生物能源与工业过程等领域,CFD-DEM耦合方法因其能同时解析流体连续相与颗粒离散相的动态行为,已成为该类多相系统模拟的主流手段。文章系统综述了CFD-DEM耦合方法,重点聚焦于近年来快速发展的半... 流体-颗粒相互作用广泛存在于岩土工程、生物能源与工业过程等领域,CFD-DEM耦合方法因其能同时解析流体连续相与颗粒离散相的动态行为,已成为该类多相系统模拟的主流手段。文章系统综述了CFD-DEM耦合方法,重点聚焦于近年来快速发展的半解析策略。首先梳理了离散单元法在接触模型与非球形颗粒建模方面的进展;其次对比了全解析、非解析与半解析三类耦合方法的适用条件与技术特点;进而详细评述了基于统计核函数、扩散平滑、双网格及粒子点云等主流半解析算法的原理、优势与局限。最后,针对复杂颗粒形态处理、致密饱和体系模拟、多物理场耦合及机器学习融合等方面的挑战,提出未来研究方向。该文旨在为相关领域研究者提供方法选择与模型开发的参考依据,促进半解析CFD-DEM方法在岩土工程及相关领域的深入应用与发展。 展开更多
关键词 CFD-DEM耦合 半解析方法 流体颗粒相互作用 孔隙场重构
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二维非线性对流扩散方程基于梯度重构的自适应有限元方法
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作者 苗菁菁 孙同军 《山东大学学报(理学版)》 北大核心 2026年第2期1-9,共9页
对一类二维非线性对流扩散方程提出一种自适应有限元方法。采用特征线法处理方程对流项,有效解决因对流占优性而产生的数值震荡和数值弥散等问题。设计了一种基于梯度重构型后验误差估计的自适应有限元算法,在标准有限元方法的基础上进... 对一类二维非线性对流扩散方程提出一种自适应有限元方法。采用特征线法处理方程对流项,有效解决因对流占优性而产生的数值震荡和数值弥散等问题。设计了一种基于梯度重构型后验误差估计的自适应有限元算法,在标准有限元方法的基础上进一步调整网格、提高精度。最后进行数值实验,验证方法的有效性。 展开更多
关键词 非线性对流扩散方程 特征线法 梯度重构 自适应有限元方法
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双重正则化约束下主被动结合方法重建火焰物理场
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作者 朱宁静 王哲 +2 位作者 杜雷恒 余亮英 黄志锋 《热力发电》 北大核心 2026年第1期134-141,共8页
利用火焰自发辐射(被动法)与吸收光谱(主动法)信号重建燃烧物理场是常用的2种光学测量方法,结合2种方法各自优势发展主被动结合方法将为燃烧检测提供新手段。通过在被动法测量系统中引入1条激光吸收光路同时获得火焰自发辐射和吸收光谱... 利用火焰自发辐射(被动法)与吸收光谱(主动法)信号重建燃烧物理场是常用的2种光学测量方法,结合2种方法各自优势发展主被动结合方法将为燃烧检测提供新手段。通过在被动法测量系统中引入1条激光吸收光路同时获得火焰自发辐射和吸收光谱信号,将被动法重建的燃烧温度场和组分初始浓度场引入主动法重建中,结合平滑性与先验浓度物理场双重正则化约束发展主被动结合方法。针对典型单峰与双峰轴对称火焰截面开展模拟重建,当测量误差为1.00%时,单峰与双峰火焰燃烧温度场重建平均误差分别为0.92%和1.32%,水蒸气体积分数平均误差分别3.05%和3.31%。结果表明,双重正则化约束下主被动结合方法水蒸气体积分数重建精度相较于被动法明显提升,相比于主动法所需布置激光光路数大幅减少,实现了利用简单测量系统的燃烧温度场和组分浓度场准确测量。 展开更多
关键词 燃烧检测 主被动结合方法 火焰物理场重建 双重正则化约束
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基于机器学习的指定渗透率随机多孔介质生成方法
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作者 彭君 张述涛 熊勇 《人民长江》 北大核心 2026年第1期203-209,共7页
土体作为多相多孔介质,其孔隙结构具有明显的随机性,采用已有方法生成的多孔介质的渗透率通常是随机的,因此现阶段生成具有指定渗透率的随机多孔介质仍然是一个难题。为此,提出了一种基于机器学习,且能高效生成具有指定孔隙率、孔隙特... 土体作为多相多孔介质,其孔隙结构具有明显的随机性,采用已有方法生成的多孔介质的渗透率通常是随机的,因此现阶段生成具有指定渗透率的随机多孔介质仍然是一个难题。为此,提出了一种基于机器学习,且能高效生成具有指定孔隙率、孔隙特征尺寸和渗透率的随机多孔介质的方法。采用截断高斯随机场法重建了一系列随机多孔介质的数值模型,其孔隙结构可由孔隙率和孔隙特征尺寸两个建模参数定量控制;利用格子Boltzmann方法计算了生成随机多孔介质的渗透率;基于3000组孔隙结构与渗透率关系的数据,拟合了预测随机多孔介质渗透率上下界的经验公式,并训练出了能从多孔介质的图像准确预测其渗透率的卷积神经网络。结果表明:预测值与测试集的决定系数、平均绝对误差和均方根误差分别为0.992 2,0.048 0,0.113 0。预测时间约为0.08 s,单个模型生成时间约1 min。当前方法可高效、准确地生成随机多孔介质,为其定制化模拟提供了一种有力手段。 展开更多
关键词 随机多孔介质 数值重建方法 渗透率 卷积神经网络 格子BOLTZMANN方法
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三维针刺复合材料精细化结构重构方法及力学性能预测
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作者 朱昭君 陈福振 +1 位作者 尹枭雄 李瑞锋 《航空材料学报》 北大核心 2026年第2期47-59,共13页
采用原位拉伸X射线micro-CT技术和图像分析及精细化结构重构方法,定量化描述三维针刺复合材料纤维以及裂纹精细化结构,建立针刺纤维束等纤维结构的重构模型,提出三维针刺复合材料微细宏观有限元模型建模方法,并应用于三维针刺复合材料... 采用原位拉伸X射线micro-CT技术和图像分析及精细化结构重构方法,定量化描述三维针刺复合材料纤维以及裂纹精细化结构,建立针刺纤维束等纤维结构的重构模型,提出三维针刺复合材料微细宏观有限元模型建模方法,并应用于三维针刺复合材料拉伸力学性能仿真分析。结果表明:拉伸载荷下三维针刺复合材料断裂位置出现纤维整体断裂,编织层承担较多的拉伸载荷,断裂纤维数量高于其他铺层纤维。通过ABAQUS用户子程序UMAT的二次开发和工艺参数化建模算法,在周期性单胞有限元分析中调用典型代表性单元模型进行细观渐进损伤分析,实现宏细观尺度之间工艺参数传递,并且与实验进行对比,预测的拉伸模量数值大于实验结果,误差为10.1%。本研究方法和结果可以为材料针刺工艺参数化建模和工艺设计及力学分析研究提供依据。 展开更多
关键词 三维针刺复合材料 精细化结构重构方法 原位X射线micro-CT技术 弹性模量 拉伸强度
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拆分学习系统的隐私攻击和防御技术综述
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作者 刘雅欣 王鹃 +5 位作者 杨梦达 李子昂 易文哲 徐枭洋 陈美会 韦韬 《计算机研究与发展》 北大核心 2026年第3期710-734,共25页
拆分学习是一种新兴的分布式学习技术,其主要思想是将完整的机器学习模型进行拆分,并分别部署于客户端和服务器。在系统的训练和推理过程中,客户端的数据保留在本地,只向服务器传递编码后的中间特征,因此在一定程度上保护了客户端的数... 拆分学习是一种新兴的分布式学习技术,其主要思想是将完整的机器学习模型进行拆分,并分别部署于客户端和服务器。在系统的训练和推理过程中,客户端的数据保留在本地,只向服务器传递编码后的中间特征,因此在一定程度上保护了客户端的数据隐私,同时缓解了模型端侧运行的计算负荷。随着拆分学习技术在多个领域的广泛应用,针对拆分学习系统的各种隐私攻击也层出不穷,攻击者能利用中间特征和分割层的梯度等中间信息重构出用户隐私数据或者推断出其隐私信息,严重危及数据的隐私性。目前,学术界尚缺乏针对拆分学习研究成果的系统性、全面性综述,部分研究将其与联邦学习技术混淆,或总结不够详尽具体。因此,为填补这一空白,需全面总结拆分学习的相关攻击与防御技术,为后续研究发展提供指导。首先介绍拆分学习技术的定义以及其训练和推理过程,并对其多种扩展架构进行概述。随后分析拆分学习系统的威胁模型,并针对拆分学习系统的重构攻击和属性推理、成员推理、标签推理等推理攻击的基本概念、实施阶段和现有方案进行总结归纳。接着总结相应的防御技术,包括异常检测、正则化防御、噪声混淆、对抗性表征学习、特征裁剪等方法。最后探讨拆分学习中隐私安全问题的研究挑战和未来研究方向。 展开更多
关键词 拆分学习 数据隐私 重构攻击 推理攻击 防御方法
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不同血管重建方法在显微镜下断指再植术中对末节断指血运的作用研究
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作者 龚俊武 闫纪涛 刘东博 《临床研究》 2026年第2期79-82,共4页
目的探讨不同血管重建方法在显微镜下断指再植术治疗末节断指患者中的应用价值。方法选取2020年2月至2024年7月间漯河市第二人民医院收治的90例末节断指患者作为研究对象,基于随机数字表法将研究对象分为对照组(n=45,血管重建方法:动脉... 目的探讨不同血管重建方法在显微镜下断指再植术治疗末节断指患者中的应用价值。方法选取2020年2月至2024年7月间漯河市第二人民医院收治的90例末节断指患者作为研究对象,基于随机数字表法将研究对象分为对照组(n=45,血管重建方法:动脉吻合),研究组(n=45,血管重建方法:静脉动脉化),分析其在围手术期情况、末节断指恢复情况、生活质量情况以及并发症情况方面的差异性。结果两组手术时间、术中出血量比较,差异无统计学意义(P>0.05);研究组创口愈合时间短于对照组,再植成活率高于对照组,差异有统计学意义(P<0.05)。研究组患指指甲长度长于对照组,再植指两点辨别觉短于对照组,差异有统计学意义(P<0.05)。术后6个月,两组健康调查简表(SF-36)各项评分均较术前升高,且研究组高于对照组,差异有统计学意义(P<0.05)。两组并发症发生率比较,差异无统计学意义(P>0.05)。结论在显微镜下断指再植术治疗末节断指患者中,应用静脉动脉化进行血管重建的优势较为理想,能够改善创口愈合时间及再植成活率,促进末节断指恢复,提升生活质量,具有一定安全性,具有临床应用意义。 展开更多
关键词 血管重建方法 显微镜 断指再植术 末节断指 并发症
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基于2D-LiDAR与IMU融合的轨道机器人三维重建方法及误差补偿
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作者 杨佳熠 李智文 +2 位作者 陈东 范兴寿 赵庆虚 《科技创新与应用》 2026年第8期1-4,共4页
针对三维激光雷达成本高昂的问题,该文提出一种基于低成本2D-LiDAR与轨道机器人运动平台的多位置扫描三维重建方法。通过分析轨道机器人运动过程中的偏转、航向与俯仰角误差对点云拼接精度的影响,引入IMU数据进行运动补偿,并提出一种基... 针对三维激光雷达成本高昂的问题,该文提出一种基于低成本2D-LiDAR与轨道机器人运动平台的多位置扫描三维重建方法。通过分析轨道机器人运动过程中的偏转、航向与俯仰角误差对点云拼接精度的影响,引入IMU数据进行运动补偿,并提出一种基于时间对齐的IMU插值算法解决雷达-IMU数据异步问题。实验结果表明,该方法可有效提升点云拼接精度,实现毫米级三维重建。 展开更多
关键词 三维重建方法 运动误差补偿 IMU插值算法 轨道机器人 2D-LiDAR
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