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Homogenization-based numerical framework of second-phase reinforced alloys integrating strain gradient effects
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作者 Haidong LIN Yiqi MAO Shujuan HOU 《Applied Mathematics and Mechanics(English Edition)》 2025年第7期1273-1294,共22页
The acuurate prediction of the time-dependent mechanical behavior and deformation mechanisms of second-phase reinforced alloys under size effects is critical for the development of high-strength ductile metals and all... The acuurate prediction of the time-dependent mechanical behavior and deformation mechanisms of second-phase reinforced alloys under size effects is critical for the development of high-strength ductile metals and alloys for dynamic applications.However,solving their responses using high-fidelity numerical methods is computationally expensive and,in many cases,impractical.To address this issue,a dual-scale incremental variational formulation is proposed that incorporates the influence of plastic gradients on plastic evolution characteristics,integrating a strain-rate-dependent strain gradient plasticity model and including plastic gradients in the inelastic dissipation potential.Subsequently,two minimization problems based on the energy dissipation mechanisms of strain gradient plasticity,corresponding to the macroscopic and microscopic structures,are solved,leading to the development of a homogenization-based dual-scale solution algorithm.Finally,the effectiveness of the variational model and tangent algorithm is validated through a series of numerical simulations.The contributions of this work are as follows:first,it advances the theory of self-consistent computational homogenization modeling based on the energy dissipation mechanisms of plastic strain rates and their gradients,along with the development of a rigorous multi-level finite element method(FE2)solution procedure;second,the proposed algorithm provides an efficient and accurate method for evaluating the time-dependent mechanical behavior of second-phase reinforced alloys under strain gradient effects,exploring how these effects vary with the strain rate,and investigating their potential interactions. 展开更多
关键词 computational homogenization strain gradient effect strain rate inelastic dissipation second-phase reinforced alloy
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A study on equivalence of nonlinear energy dissipation between first-order computational homogenization(FOCH)and re duce d-order homogenization(ROH)methods 被引量:2
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作者 Jiajia Yue Zifeng Yuan 《Theoretical & Applied Mechanics Letters》 CSCD 2021年第1期14-19,共6页
Nowadays,studies on the mechanism of macro-scopic nonlinear behavior of materials by accumulation of micro-scopic degradation are attracting more attention from researchers.Among numerous approaches,multiscale methods... Nowadays,studies on the mechanism of macro-scopic nonlinear behavior of materials by accumulation of micro-scopic degradation are attracting more attention from researchers.Among numerous approaches,multiscale methods have been proved as powerful and practical approaches in predicting macro-scopic material status by averaging and homogenizing physical information from associated micro-scopic mate-rial behavior.Usually in mechanical problem,the stress,consistent material modulus,and possible mate-rial state variables are quantities in interest through the upscaling process.However,the energy-related quantities are not studied much.Some initiative work has been done in the early year including but not limited to the Hill-Mandel condition in multiscale framework,which gives that the macro-scopic elastic strain energy density can be computed by volumetric averaging of that in the micro-scale.However,in the nonlinear analysis,the energy dissipation is an important quantity to measure the degradation status.In this manuscript,two typical multiscale methods,the first-order computational homogenization(FOCH)and reduced-order homogenization(ROH),are adopted to numerically analyze a fiber-reinforced compos-ite material with capability in material nonlinearity.With numerical experiments,it can be shown that energy dissipation is the same for both approaches. 展开更多
关键词 Multiscale First-order computational homogenization (FOCH) Reduced-order homogenization(ROH) Energy dissipation computational certification
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Multi-Scale Analysis of Fretting Fatigue in Heterogeneous Materials Using Computational Homogenization 被引量:2
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作者 Dimitra Papagianni Magd Abdel Wahab 《Computers, Materials & Continua》 SCIE EI 2020年第1期79-97,共19页
This paper deals with modeling of the phenomenon of fretting fatigue in heterogeneous materials using the multi-scale computational homogenization technique and finite element analysis(FEA).The heterogeneous material ... This paper deals with modeling of the phenomenon of fretting fatigue in heterogeneous materials using the multi-scale computational homogenization technique and finite element analysis(FEA).The heterogeneous material for the specimens consists of a single hole model(25% void/cell,16% void/cell and 10% void/cell)and a four-hole model(25%void/cell).Using a representative volume element(RVE),we try to produce the equivalent homogenized properties and work on a homogeneous specimen for the study of fretting fatigue.Next,the fretting fatigue contact problem is performed for 3 new cases of models that consist of a homogeneous and a heterogeneous part(single hole cell)in the contact area.The aim is to analyze the normal and shear stresses of these models and compare them with the results of the corresponding heterogeneous models based on the Direct Numerical Simulation(DNS)method.Finally,by comparing the computational time and%deviations,we draw conclusions about the reliability and effectiveness of the proposed method. 展开更多
关键词 Fretting fatigue multi-scale analysis computational homogenization heterogeneous materials stress analysis finite element analysis
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On Ductile Damage Modelling of Heterogeneous Material Using Second-Order Homogenization Approach
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作者 Jurica Soric Tomislav Lesicar Zdenko Tonkovic 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第3期915-934,共20页
The paper deals with the numerical modelling of ductile damage responses in heterogeneous materials using the classical second-order homogenization approach.The scale transition methodology in the multiscale framework... The paper deals with the numerical modelling of ductile damage responses in heterogeneous materials using the classical second-order homogenization approach.The scale transition methodology in the multiscale framework is described.The structure at the macrolevel is discretized by the triangular C^(1) finite elements obeying nonlocal continuum theory,while the discretization of microstructural volume element at the microscale is conducted by means of the mixed type quadrilateral finite element with the nonlocal equivalent plastic strain as an additional nodal variable.The ductile damage evolution at the microlevel is modelled by using the gradient enhanced elastoplasticity.The macrolevel softening is governed by two criterions expressed by the increase in homogenized damage variable and the threshold of the local equivalent strain.The softening at each material point at the macrolevel is detected by the critical value of the homogenized damage,where homogenization of the damage variable is performed onlywithin softening area.Due to the nonlocal continuumtheory applied,a realistic softening behaviour is demonstrated after the damage initiation,compared to the widely used first-order homogenization approach.All algorithms derived have been embedded into the finite element code ABAQUS by means of the user subroutines and verified on the standard benchmark problems.The damage evolution at both microlevel and macrolevel has been demonstrated. 展开更多
关键词 Ductile damage second-order homogenization multiscale approach C1 finite element
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Second-order two-scale computations for conductive radiative heat transfer problem in periodic porous materials
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作者 杨志强 崔俊芝 李博文 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第3期91-98,共8页
In this paper, a kind of second-order two-scale (SOTS) computation is developed for conductive-radiative heat trans- fer problem in periodic porous materials. First of all, by the asymptotic expansion of the tempera... In this paper, a kind of second-order two-scale (SOTS) computation is developed for conductive-radiative heat trans- fer problem in periodic porous materials. First of all, by the asymptotic expansion of the temperature field, the cell problem, homogenization problem, and second-order correctors are obtained successively. Then, the corresponding finite element al- gorithms are proposed. Finally, some numerical results are presented and compared with theoretical results. The numerical results of the proposed algorithm conform with those of the FE algorithm well, demonstrating the accuracy of the present method and its potential applications in thermal engineering of porous materials. 展开更多
关键词 second-order two-scale (SOTS) computations periodic porous materials conductive-radiativeheat transfer
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The Numerical Accuracy Analysis of Asymptotic Homogenization Method and Multiscale Finite Element Method for Periodic Composite Materials 被引量:1
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作者 Hao Dong Yufeng Nie +2 位作者 Zihao Yang Yang Zhang YataoWu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2016年第5期395-419,共25页
In this paper,we discuss the numerical accuracy of asymptotic homogenization method(AHM)and multiscale finite element method(MsFEM)for periodic composite materials.Through numerical calculation of the model problems f... In this paper,we discuss the numerical accuracy of asymptotic homogenization method(AHM)and multiscale finite element method(MsFEM)for periodic composite materials.Through numerical calculation of the model problems for four kinds of typical periodic composite materials,the main factors to determine the accuracy of first-order AHM and second-order AHM are found,and the physical interpretation of these factors is given.Furthermore,the way to recover multiscale solutions of first-order AHM and MsFEM is theoretically analyzed,and it is found that first-order AHM and MsFEM provide similar multiscale solutions under some assumptions.Finally,numerical experiments verify that MsFEM is essentially a first-order multiscale method for periodic composite materials. 展开更多
关键词 ASYMPTOTIC homogenization METHOD Multiscale finite element METHOD FIRST-ORDER AHM Slight FLUCTUATIONS second-order AHM Severe FLUCTUATIONS
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Computational multiscale methods for granular materials
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作者 Xikui Li Yuanbo Liang +2 位作者 Youyao Du Ke Wan Qinglin Duan 《Theoretical & Applied Mechanics Letters》 CAS 2013年第1期1-10,共10页
The fine-scale heterogeneity of granular material is characterized by its polydisperse microstructure with randomness and no periodicity. To predict the mechanical response of the material as the microstructure evolve... The fine-scale heterogeneity of granular material is characterized by its polydisperse microstructure with randomness and no periodicity. To predict the mechanical response of the material as the microstructure evolves, it is demonstrated to develop computational multiscale methods using discrete particle assembly-Cosserat continuum modeling in micro- and macro- scales,respectively. The computational homogenization method and the bridge scale method along the concurrent scale linking approach are briefly introduced. Based on the weak form of the Hu-Washizu variational principle, the mixed finite element procedure of gradient Cosserat continuum in the frame of the second-order homogenization scheme is developed. The meso-mechanically informed anisotropic damage of effective Cosserat continuum is characterized and identified and the microscopic mechanisms of macroscopic damage phenomenon are revealed. c 2013 The Chinese Society of Theoretical and Applied Mechanics. [doi: 10.1063/2.1301101] 展开更多
关键词 granular material discrete particle assembly gradient Cosserat continuum computational homogenization bridge scale method damage characterization
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Second-order sensitivity of eigenpairs in multiple parameter structures
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作者 陈塑寰 郭睿 孟广伟 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2009年第12期1475-1487,共13页
This paper presents methods for computing a second-order sensitivity matrix and the Hessian matrix of eigenvalues and eigenvectors of multiple parameter structures. Second-order perturbations of eigenvalues and eigenv... This paper presents methods for computing a second-order sensitivity matrix and the Hessian matrix of eigenvalues and eigenvectors of multiple parameter structures. Second-order perturbations of eigenvalues and eigenvectors are transformed into multiple parameter forms,and the second-order perturbation sensitivity matrices of eigenvalues and eigenvectors are developed.With these formulations,the efficient methods based on the second-order Taylor expansion and second-order perturbation are obtained to estimate changes of eigenvalues and eigenvectors when the design parameters are changed. The presented method avoids direct differential operation,and thus reduces difficulty for computing the second-order sensitivity matrices of eigenpairs.A numerical example is given to demonstrate application and accuracy of the proposed method. 展开更多
关键词 multiple parameter structures second-order sensitivity of eigenpairs efficient computational method
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边缘计算结合路端激光雷达的变光照车辆目标跟踪研究
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作者 王喜鸿 江荣旺 展金梅 《激光杂志》 北大核心 2025年第9期234-238,共5页
光照变化可能导致目标的外观发生显著变化。例如,当光照增强时,目标可能会变得更加明亮,细节可能变得模糊;而当光照减弱时,目标可能会变得暗淡,难以从背景中区分出来。为了降低光照变化对目标跟踪效果的影响,提出一种边缘计算结合路端... 光照变化可能导致目标的外观发生显著变化。例如,当光照增强时,目标可能会变得更加明亮,细节可能变得模糊;而当光照减弱时,目标可能会变得暗淡,难以从背景中区分出来。为了降低光照变化对目标跟踪效果的影响,提出一种边缘计算结合路端激光雷达的变光照车辆目标跟踪方法。将VLP-16型路端激光雷达采集的点云坐标转换至图像坐标,实现车辆目标图像采集,并在边缘计算平台实时处理图像。采用基于引导滤波的SSR自适应图像增强方法,对图像展开均匀化处理,提高目标对比度。采用边缘演化技术获取目标边缘特征,同时将图像颜色信息和图像梯度角度直方图展开结合,获取目标颜色特征。在此基础上,将上述特征输入跟踪分类器中,实现目标车辆跟踪。实验结果表明,所提方法可以实现车辆目标的高精度跟踪。 展开更多
关键词 变光照 图像采集 图像均匀化 目标跟踪 边缘计算 路端激光雷达
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车桥耦合振动对拼宽混凝土匀质性的影响
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作者 王雨铮 周浩天 +3 位作者 谢鑫 高旭 高奎 曹鸿猷 《硅酸盐通报》 北大核心 2025年第8期2849-2855,共7页
本文研究了车桥耦合振动振幅和频率对桥梁改扩建工程中拼宽混凝土力学性能、匀质性和微观结构的影响。通过抗压强度和计算机视觉技术评价了振动前后拼宽混凝土的分层力学性能和骨料分布情况,利用XRD和TG-DTG分析了混凝土分层微观结构的... 本文研究了车桥耦合振动振幅和频率对桥梁改扩建工程中拼宽混凝土力学性能、匀质性和微观结构的影响。通过抗压强度和计算机视觉技术评价了振动前后拼宽混凝土的分层力学性能和骨料分布情况,利用XRD和TG-DTG分析了混凝土分层微观结构的变化。结果表明,振动作用导致了拼宽混凝土的显著分层,振动对混凝土早期强度影响明显,3 d龄期抗压强度下降至未振动状态的80%,28 d龄期上下层抗压强度差异随着振幅和频率的增大进一步扩大。振幅的提高加剧下层粗骨料堆积,骨料间距减小且分布不均,导致整体匀质性显著下降。高频振动下水化硅酸钙(C-S-H)和钙矾石等水化产物偏向于在上层富集,振幅的增大则抑制了下层胶凝材料的水化,未水化的硅酸三钙(C_(3)S)残余量增加,水化产物生成量减少,表现出上下层混凝土的宏微观结构特征差异。 展开更多
关键词 车桥耦合振动 微观结构 力学性能 计算机视觉 匀质性 骨料分布
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软件测试能力验证样品均匀性与稳定性保障技术研究
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作者 甘俊辉 陈世航 +2 位作者 刘晖虎 张少华 黄茂生 《电子产品可靠性与环境试验》 2025年第4期73-76,共4页
能力验证提供者制备完样品后,如何保障样品的均匀性与稳定性,是客观反映实验室真实检测能力的基础与关键。与物理实体类能力验证样品不同,软件产品需依托计算机硬件运行作为被测对象,其性能易受软硬件配置、运行环境等因素影响。为此,... 能力验证提供者制备完样品后,如何保障样品的均匀性与稳定性,是客观反映实验室真实检测能力的基础与关键。与物理实体类能力验证样品不同,软件产品需依托计算机硬件运行作为被测对象,其性能易受软硬件配置、运行环境等因素影响。为此,提出了基于基础设施即服务(IaaS)部署测试样品的先进技术,并通过建立稳定的验证分析方法,验证了该技术对影响因素的显著控制效果。这一成果为能力验证提供者及相关机构保障测试样品均匀性、稳定性提供了参考与启发。 展开更多
关键词 软件测试 能力验证 均匀性 稳定性 云计算服务
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平纹编织复合材料异形结构的多尺度分析研究
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作者 高晗 尚闫 《复合材料科学与工程》 北大核心 2025年第1期1-6,15,共7页
针对平纹编织复合材料的异形结构,研究了在铺层方向拉伸位移加载以及力加载两种工况下,采用刚度体积平均、一致应变边界条件两种计算均匀化方法所得多尺度计算结果的差异性,并将多尺度结果与精细化结果进行了对比。此外,还研究了异形区... 针对平纹编织复合材料的异形结构,研究了在铺层方向拉伸位移加载以及力加载两种工况下,采用刚度体积平均、一致应变边界条件两种计算均匀化方法所得多尺度计算结果的差异性,并将多尺度结果与精细化结果进行了对比。此外,还研究了异形区域划分数量对多尺度计算结果的影响。结果表明,在同一多尺度模型下,两种均匀化方法的σ_(y)应力分布趋势是一致的,并且均与精细化模型结果相吻合。其中位移加载下的多尺度结果与参考结果的mises及σ_(y)应力误差最大只有9.5%和3.3%,并且随着异形结构分区数量的增加,其误差值逐渐减小。而力加载下的结果误差值偏大,随分区数量的增加没有减小的趋势,并且一致应变边界条件的结果整体上大于刚度体积平均的结果。并且,多尺度模型的划分方式会破坏部分结构特征,并在一定程度上影响多尺度结果。 展开更多
关键词 平纹编织复合材料 异形结构 计算均匀化 多尺度
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Hydrodynamics of air-kerosene bubble column under elevated pressure in homogeneous flow regime 被引量:1
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作者 Bay Van Tran Son Ich Ngo +4 位作者 Young-Il Lim Keon Bae Dong Hyun Lee Kang-Seok Go Nam-Sun Nho 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2021年第5期190-202,共13页
A multiphase computational fluid dynamics(CFD)model coupled with the population balance equation(PBE)was developed in a homogeneous air-kerosene bubble column under elevated pressure(P).The specific pressure drop(ΔP/... A multiphase computational fluid dynamics(CFD)model coupled with the population balance equation(PBE)was developed in a homogeneous air-kerosene bubble column under elevated pressure(P).The specific pressure drop(ΔP/L),gas holdup(α_(G)),and Sauter mean diameter(d_(32))were experimentally measured in the bubble column with 1.8 m height and 0.1 m inner diameter,which was operated at a superficial gas velocity of 12.3 mm·s^(-1),and P=1-35 bar(1 bar=10^(5) Pa).A modified drag coefficient model was proposed to consider the effect of bubble swarm and pressure on hydrodynamics of the bubble column.The Luo breakage model was modified to account for liquid density,viscosity,surface tension and gas density.TheΔP/L,α_(G),and d_(32) obtained from the CFD model were compared with experimental data,and the gas density-dependent parameters of the CFD model were identified.With increasing P from 1 to 35 bar,theα_(G) varied from 5.4%to 7.2% and the d32 decreased from 2.3 to 1.5 mm.The CFD-PBE model is applicable to predict hydrodynamics of pressurized bubble columns for gas-organic liquid in the homogeneous regime. 展开更多
关键词 BUBBLE column Air-kerosene High pressure homogenOUS regime computational fluid dynamics (CFD) Population balance equation (PBE)
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SOOP: Efficient Distributed Graph Computation Supporting Second-Order Random Walks
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作者 Songjie Niu Dongyan Zhou 《Journal of Computer Science & Technology》 SCIE EI CSCD 2021年第5期985-1001,共17页
The second-order random walk has recently been shown to effectively improve the accuracy in graph analysis tasks.Existing work mainly focuses on centralized second-order random walk(SOW)algorithms.SOW algorithms rely ... The second-order random walk has recently been shown to effectively improve the accuracy in graph analysis tasks.Existing work mainly focuses on centralized second-order random walk(SOW)algorithms.SOW algorithms rely on edge-to-edge transition probabilities to generate next random steps.However,it is prohibitively costly to store all the probabilities for large-scale graphs,and restricting the number of probabilities to consider can negatively impact the accuracy of graph analysis tasks.In this paper,we propose and study an alternative approach,SOOP(second-order random walks with on-demand probability computation),that avoids the space overhead by computing the edge-to-edge transition probabilities on demand during the random walk.However,the same probabilities may be computed multiple times when the same edge appears multiple times in SOW,incurring extra cost for redundant computation and communication.We propose two optimization techniques that reduce the complexity of computing edge-to-edge transition probabilities to generate next random steps,and reduce the cost of communicating out-neighbors for the probability computation,respectively.Our experiments on real-world and synthetic graphs show that SOOP achieves orders of magnitude better performance than baseline precompute solutions,and it can efficiently computes SOW algorithms on billion-scale graphs. 展开更多
关键词 second-order random walk(SOW) Node2Vec second-order PageRank distributed graph computation SOOP(second-order random walks with on-demand probability computation)
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两类数据驱动计算均匀化方法对比研究 被引量:2
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作者 白晓伟 赵鲁阳 +3 位作者 李亮 罗利龙 阳杰 胡衡 《力学学报》 EI CAS CSCD 北大核心 2024年第7期1931-1942,共12页
目前针对非均质材料与结构的多尺度仿真尚面临本构建模复杂和多尺度计算成本高的难题.数据驱动计算均匀化方法一方面通过数据科学的手段降低与本构模型相关的人力和时间成本,另一方面将耗时的细观问题计算移至线下进行,从而显著提升非... 目前针对非均质材料与结构的多尺度仿真尚面临本构建模复杂和多尺度计算成本高的难题.数据驱动计算均匀化方法一方面通过数据科学的手段降低与本构模型相关的人力和时间成本,另一方面将耗时的细观问题计算移至线下进行,从而显著提升非均质材料与结构的在线计算效率.该方法按控制方程的来源可大致分为两类:第一类是基于能量泛函的数据驱动算法,旨在通过人工智能手段高效地获取材料本构关系,继而在经典计算力学框架下通过能量极值求解问题;第二类是基于距离泛函的数据驱动算法,其绕开材料本构建模过程,直接利用本构数据中的点与满足守恒方程的点的距离极值寻求问题的解.文章简要回顾两类数据驱动计算均匀化方法的求解思路,以纤维增强复合材料结构为例,分别从定性和定量的角度分析样本数据量对两类算法计算效率和精度的影响,继而从算法实现、计算精度、计算效率和后处理等方面进行对比分析,探讨两者在求解多尺度问题时的优势与不足,以期为发展高效的非均质材料结构分析技术提供参考. 展开更多
关键词 数据驱动计算力学 计算均匀化 非均质材料与结构
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标准椭圆封头式液体再分布器的设计与优化
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作者 夏靖宇 杨景轩 +3 位作者 靳利娥 刘忠 乔英钧 郝晓刚 《太原理工大学学报》 CAS 北大核心 2024年第3期566-572,共7页
【目的】液体再分布器大都针对气液固共存体系优化设计,但在盐湖卤水吸附提锂工艺中,吸附塔属于液固体系,有必要研究开发新型液体再分布器与此特殊工况适配。【方法】提出了一种新型标准椭圆封头式液体再分布器,利用椭圆曲面实现集流,... 【目的】液体再分布器大都针对气液固共存体系优化设计,但在盐湖卤水吸附提锂工艺中,吸附塔属于液固体系,有必要研究开发新型液体再分布器与此特殊工况适配。【方法】提出了一种新型标准椭圆封头式液体再分布器,利用椭圆曲面实现集流,利用中心圆孔与环缝组合结构实现中心区域液体再均布。【结果】计算流体力学分析结果表明,在椭球中心沿直径向外100mm、200mm、290mm位置排布尺寸为7mm的3条环缝,液体均布效果最佳。【结论】相比现有液体再分布器完全截断壁流的结构方案,仅减小壁流的通流面积,利用椭球曲面将其导引至主流区外侧,可以解决因壁面粘性造成的近壁区域液体流量远低于中心的问题,实现液体充分均布。 展开更多
关键词 液体再分布器 填充床 均化 椭球形 计算流体力学
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聚类分析-神经网络-贝叶斯优化联合识别复合材料参数研究 被引量:1
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作者 冯易鑫 彭辉 罗威 《力学学报》 EI CAS CSCD 北大核心 2024年第11期3333-3350,共18页
目前针对非均质复合材料参数的正逆向识别尚面临正向计算成本高和逆向识别泛用性低的难题.数据驱动的计算均匀化方法可以一方面利用数据科学的先进算法降低控制方程的变量数目,另一方面建立复合材料设计结构与等效参数的联系,从而显著... 目前针对非均质复合材料参数的正逆向识别尚面临正向计算成本高和逆向识别泛用性低的难题.数据驱动的计算均匀化方法可以一方面利用数据科学的先进算法降低控制方程的变量数目,另一方面建立复合材料设计结构与等效参数的联系,从而显著提升计算效率并挖掘参数间的内在关联.文章采用数据驱动的聚类分析方法(self-consistent clustering analysis,SCA),依据各网格点的应变集中张量进行聚类划分,并在聚类区域上求解离散的Lippmann-Schwinger方程,在极大程度降低计算自由度的同时,高效获取等效模量、热膨胀系数、热导率等参数.然而SCA法在处理大量不同结构工况时效率略显不足,进一步利用人工神经网络方法(artificial neural network,ANN)作为代理模型加速计算,实现不同工况下等效参数的快速预测.针对于逆向识别非均质材料和结构的反问题,则结合贝叶斯优化(Bayesian optimization)方法,在给定的等效参数下反向识别最优化的材料和几何结构,形成聚类分析-神经网络-贝叶斯优化的联合识别框架.以超导EAS股线和颗粒增强复合材料为例,进行联合识别框架与已有实验和数值结果的对比分析,继而从计算精度、求解效率、模型超参数选取、敏感度分析和反向验证等方面进行深入研究,探讨建立的聚类分析-神经网络-贝叶斯优化框架的优势和不足,以期为发展精度较高和适用范围较广的复合材料参数识别方法提供思路和参考. 展开更多
关键词 数据驱动计算力学 计算均匀化 聚类分析 神经网络 贝叶斯优化
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三轴数控机床几何误差分析及建模 被引量:2
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作者 黄梦翔 牛兴华 +3 位作者 牛俊青 高义然 王向东 朱浩铭 《天津理工大学学报》 2024年第1期22-29,共8页
机床几何误差具有稳定性、重复性和易测量等特点,对其进行建模和补偿,是提高数控(computer numerical control,CNC)机床加工精度最经济且有效的方式之一,在研究CNC机床几何误差时,建立准确可靠的几何误差模型具有重大意义。文中基于多... 机床几何误差具有稳定性、重复性和易测量等特点,对其进行建模和补偿,是提高数控(computer numerical control,CNC)机床加工精度最经济且有效的方式之一,在研究CNC机床几何误差时,建立准确可靠的几何误差模型具有重大意义。文中基于多体系统理论,运用低序体阵列描述三轴CNC机床的拓扑结构,应用齐次坐标变换矩阵和机床刀具运动传递链、工件运动传递链中各相邻体在运动过程中的运动传递关系,将机床几何误差沿运动误差传动链累积变换到刀具相对于工件的误差上,最终建立三轴CNC机床几何误差模型。该研究为三轴CNC机床的几何误差补偿提供理论依据。 展开更多
关键词 机床几何误差 多体系统理论 三轴数控(CNC)机床 齐次坐标变换 运动传递
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层状和非均质地基附加弹性场的计算方法
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作者 肖莎 岳中琦 《力学与实践》 2024年第5期1051-1058,共8页
地基中附加应力的计算是土力学教学的重要内容。本文发展了层状和非均质地基中附加弹性场的计算方法。该方法采用点集中载荷作用下横观各向同性层状半无限空间基本解,并对加载域进行二维积分。采用加载域离散的方式考虑任意形状加载域... 地基中附加应力的计算是土力学教学的重要内容。本文发展了层状和非均质地基中附加弹性场的计算方法。该方法采用点集中载荷作用下横观各向同性层状半无限空间基本解,并对加载域进行二维积分。采用加载域离散的方式考虑任意形状加载域上非均匀载荷的影响,精确计算了地基弹性场表达式中的非奇异和奇异积分。数值验证表明,本文方法具有很高的计算精度,可分析沿深度方向弹性参数任意变化的地基。计算公式表达清晰简洁,便于讲授和学习。 展开更多
关键词 层状和非均质地基 横观各向同性 附加弹性场 计算方法
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面向薄壁复合梁结构的数据驱动计算均匀化方法研究
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作者 杨义宸 回彦川 +2 位作者 黄群 李荟翠 胡衡 《宁夏大学学报(自然科学版)》 CAS 2024年第2期129-137,143,共10页
面向薄壁复合梁结构开展了数据驱动计算均匀化方法研究,构建了基于模型缩减技术的高效数据驱动多尺度模型.首先,在宏细观关联计算方面,基于数据驱动计算均匀化方法,解耦了传统计算均匀化框架中相互嵌套的宏微观尺度计算,取而代之的是“... 面向薄壁复合梁结构开展了数据驱动计算均匀化方法研究,构建了基于模型缩减技术的高效数据驱动多尺度模型.首先,在宏细观关联计算方面,基于数据驱动计算均匀化方法,解耦了传统计算均匀化框架中相互嵌套的宏微观尺度计算,取而代之的是“细观离线-宏观在线”的计算方案,即离线生成细观代表体元的应力-应变等效数据库,以驱动宏观模型在线计算,从而提升在线计算效率.其次,在宏观模型方面,基于Carrera统一理论构造薄壁复合梁结构的宏观降维缩减模型,以减少宏观模型的自由度数和积分点数.最后,在数据搜索方面,采用分层数据搜索方案替换遍历式数据搜索方式,以减少单次搜索的数据量.研究显示,结合模型缩减技术的数据驱动计算均匀化方法,可在保证精度的情况下提高数据驱动计算的效率,为快速预测薄壁复合梁结构多尺度力学行为提供了高效可靠的工具. 展开更多
关键词 数据驱动计算均匀化 薄壁复合梁结构 Carrera统一理论 分层数据搜索
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