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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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三明治教学法在中医基础理论课堂中的应用
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作者 余小波 《中国中医药现代远程教育》 2026年第2期37-40,共4页
三明治教学法采取“讲授-讨论-讲授”的模式,以小组讨论为中心,将“做中学、学中做”的理念和思路贯穿于整个教学过程,使学生真正成为课堂的中心。其可最大化地利用师生互动、生生互动,营造一种人人参与的课堂气氛,从而激发学生的主动... 三明治教学法采取“讲授-讨论-讲授”的模式,以小组讨论为中心,将“做中学、学中做”的理念和思路贯穿于整个教学过程,使学生真正成为课堂的中心。其可最大化地利用师生互动、生生互动,营造一种人人参与的课堂气氛,从而激发学生的主动性和积极性,提高教学效果。在中医基础理论课程中应用三明治教学法,通过重构课程使教学内容模块化,形成以2~4个学时为单元的讨论模块,从而使80%以上的内容可以进行专题讨论;通过加强课堂管理,设置低台阶、高密度的问题,解决课堂操作难点,使其完全适应三明治教学专题讨论内容的集中深化要求,从而使二者紧密融合,为中医基础理论课程提供新的教学模式。 展开更多
关键词 中医基础理论 三明治教学法 内容重构 模块化 分组讨论 教学改革
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基于改进物理信息神经网络的轴流泵流场重构方法研究
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作者 刘康 刘兴宁 +4 位作者 孙勇 刘良 贾贺 曾涛 张耀飞 《人民黄河》 北大核心 2026年第3期157-162,共6页
轴流泵流场信息是其运行稳定性分析和结构优化设计的依据,受测量技术限制在运行过程中难以获取完整流场信息。为此,提出一种改进物理信息神经网络(PINN)模型,用于稀疏数据情况下重构流场。首先通过分析流场物理约束、边界约束及流场约束... 轴流泵流场信息是其运行稳定性分析和结构优化设计的依据,受测量技术限制在运行过程中难以获取完整流场信息。为此,提出一种改进物理信息神经网络(PINN)模型,用于稀疏数据情况下重构流场。首先通过分析流场物理约束、边界约束及流场约束,描述流场问题;然后引入三维卷积神经网络(3D CNN)求解流场问题;最后采用有限体积法(FVM)进行数值模拟,获取稳态流速和压力分布信息,基于网格化预处理后采样1%的流场数据进行模型训练。以某简化轴流泵管道作为测试对象,验证所提出方法。结果表明:改进PINN模型重构流场与FVM数值模拟流场对比,压力基本吻合,流速变化趋势基本相同,仅在叶轮及导叶流场区域存在细微偏差,说明所提出的方法能够在稀缺数据和复杂边界条件下准确预测三维流场。 展开更多
关键词 改进物理信息神经网络 三维卷积神经网络 流场重构 轴流泵 有限体积法
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还原·建构·迁移:化学思想方法史课程改革探索
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作者 李艳梅 《化学教育(中英文)》 北大核心 2026年第4期123-129,共7页
针对化学思想方法史课程存在的化学史散点化、思想观念知识化等痛点问题,基于还原、建构、迁移的基本理念,重构课程内容,探索基于“三线四阶教学模式”促进学生思想建构和创新能力发展的基本教学模式和策略。
关键词 化学思想 还原 建构 迁移 课程内容重构 三线四阶教学模式
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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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基于激光扫描的轻型模块柱初始缺陷分析及轴压稳定性能研究
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作者 余玉洁 陈思凡 +4 位作者 王霄翔 张艺川 蒋丽忠 杨志刚 白金州 《建筑钢结构进展》 北大核心 2026年第3期124-134,共11页
轻型模块化钢结构建筑常采用非对称冷弯薄壁型钢柱构件,其轴压承载性能易受初始几何缺陷影响。文中针对轻型模块化钢结构建筑中常见的非对称冷弯薄壁单柱,以及实际工程中端部通过螺栓紧固拼合的长肢、短肢组合柱,开展了足尺轴压试验与... 轻型模块化钢结构建筑常采用非对称冷弯薄壁型钢柱构件,其轴压承载性能易受初始几何缺陷影响。文中针对轻型模块化钢结构建筑中常见的非对称冷弯薄壁单柱,以及实际工程中端部通过螺栓紧固拼合的长肢、短肢组合柱,开展了足尺轴压试验与初始几何缺陷影响效应研究。试验前采用三维激光扫描技术,对模块柱安装前后的几何形貌进行高精度测量,以提取初始缺陷特征并获取模块柱几何高程偏差。应用并验证了基于扫描点云模型向有限元模型转化的逆向重构法,实现了构件实际初始缺陷的精准导入;同时提出了基于扫描偏差的改进模态法,与传统模态法展开对比分析,研究初始缺陷的模态与幅值对轻型模块柱轴压失效模态及承载力发展趋势的影响机制。结果表明:冷弯薄壁开口型模块柱的初始缺陷主要分为三类,实际安装边界条件下,模块柱的轴压失效模式主要为长肢板件发生压弯变形,进而引发整体构件的弯扭失稳。对比分析证实,逆向重构建模方法能有效预测模块柱的失效模式与承载力水平,且改进模态法相较于传统模态法具有更高的承载力预测精度。 展开更多
关键词 模块化钢结构 轴压承载性能 初始几何缺陷 激光扫描 扫描点云模型 逆向重构建模方法 改进模态法
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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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