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“Tensor Flow应用与开发”课程教学动画设计与应用研究——以西安工商学院为例
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作者 李铮铮 王怀周 +1 位作者 贾金娜 姜彦民 《信息系统工程》 2025年第2期169-172,共4页
为响应教育部针对新型工科人才的培养要求,对人工智能类课程“Tensor Flow应用与开发”进行了教学改革。主要以该课程为例,应用Power Point软件设计开发符合学生知识能力水平的教学动画资源,并应用于课堂教学实践,通过采集相关教学数据... 为响应教育部针对新型工科人才的培养要求,对人工智能类课程“Tensor Flow应用与开发”进行了教学改革。主要以该课程为例,应用Power Point软件设计开发符合学生知识能力水平的教学动画资源,并应用于课堂教学实践,通过采集相关教学数据进行评估分析,有针对性地提出优化教学的对策建议,从而为其他人工智能类课程的教学提供参考和借鉴。 展开更多
关键词 新工科 tensor flow应用与开发 教学动画
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基于TensorFlow的交通标志识别方法研究 被引量:5
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作者 王全 梁敬文 《价值工程》 2019年第27期204-206,共3页
交通标志识别系统是智能驾驶系统的重要组成部分;本文分析了现有方法存在的问题,基于TensorFlow框架搭建了改进的卷积神经网络,用于识别交通标志;整个系统在TensorFlow上实现,使用行车记录仪采集的视频验证了本文的算法,结果表明本文算... 交通标志识别系统是智能驾驶系统的重要组成部分;本文分析了现有方法存在的问题,基于TensorFlow框架搭建了改进的卷积神经网络,用于识别交通标志;整个系统在TensorFlow上实现,使用行车记录仪采集的视频验证了本文的算法,结果表明本文算法有一定的实用性,而且在准确率,鲁棒性和实时性等方面也表现较好。 展开更多
关键词 交通标志识别 卷积神经网络 tensor flow
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一种基于TensorFlow的DCGAN模型实现 被引量:4
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作者 樊雷 《电脑知识与技术》 2017年第12X期219-221,共3页
卷积神经网络CNN目前在有监督学习领域有着优秀的表现,但在无监督学习领域研究进展缓慢。该文将CNN引入到GAN中的生成式模型中做无监督训练,利用CNN强大的特征提取能力来提高生成式模型的学习效果,采用TensorFlow和Python代码实现了DCGA... 卷积神经网络CNN目前在有监督学习领域有着优秀的表现,但在无监督学习领域研究进展缓慢。该文将CNN引入到GAN中的生成式模型中做无监督训练,利用CNN强大的特征提取能力来提高生成式模型的学习效果,采用TensorFlow和Python代码实现了DCGAN中的D模型和G模型,并在MNIST部分数据集下验证了模型生成数字图像效果。实验结果表明采用DCGAN可以有效获取图像表征用于分类并具备生成较高分辨率的图像能力。 展开更多
关键词 DCGAN 深度学习 tensorflow GAN
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基于TensorFlow的LSTM循环神经网络短期电力负荷预测 被引量:7
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作者 李松岭 《上海节能》 2018年第12期974-977,共4页
随着智能电网、坚强电网的建立及人工智能领域技术的高速发展,如何对电力领域的负荷进行更高精度的预测已成为电力从业者们特别关注与研究的问题。基于TensorFlow智能学习系统的深度学习LSTM循环神经网络算法的短期电力负荷预测算法,结... 随着智能电网、坚强电网的建立及人工智能领域技术的高速发展,如何对电力领域的负荷进行更高精度的预测已成为电力从业者们特别关注与研究的问题。基于TensorFlow智能学习系统的深度学习LSTM循环神经网络算法的短期电力负荷预测算法,结合某地区发电厂负荷数据设计实验,通过多次数据迭代、参数更新,进行模型训练与预测,最终的实验证明:基于TensorFlow的LSTM循环神经网络算法预测效果明显好于传统机器学习算法。随着数据量的增大,模型更显示出其良好的鲁棒性。 展开更多
关键词 tensorflow LSTM 深度学习 短期电力负荷预测
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Explicit Algebraic Stress Model for Three-Dimensional Turbulent Buoyant Flows Derived Using Tensor Representation
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作者 Ronald M. C. So 《Journal of Applied Mathematics and Physics》 2022年第4期1167-1181,共15页
An explicit algebraic stress model (EASM) has been formulated for two-dimensional turbulent buoyant flows using a five-term tensor representation in a prior study. The derivation was based on partitioning the buoyant ... An explicit algebraic stress model (EASM) has been formulated for two-dimensional turbulent buoyant flows using a five-term tensor representation in a prior study. The derivation was based on partitioning the buoyant flux tensor into a two-dimensional and a three-dimensional component. The five-term basis was formed with the two-dimensional component of the buoyant flux tensor. As such, the derived EASM is limited to two-dimensional flows only. In this paper, a more general approach using a seven-term representation without partitioning the buoyant flux tensor is used to derive an EASM valid for two- and three-dimensional turbulent buoyant flows. Consequently, the basis tensors are formed with the fully three-dimensional buoyant flux tensor. The derived EASM has the two-dimensional flow as a special case. The matrices and the representation coefficients are further simplified using a four-term representation. When this four-term representation model is applied to calculate two-dimensional homogeneous buoyant flows, the results are essentially identical with those obtained previously using the two-dimensional component of the buoyant flux tensor. Therefore, the present approach leads to a more general EASM formulation that is equally valid for two- and three-dimensional turbulent buoyant flows. 展开更多
关键词 Explicit Algebraic Stress Model Buoyant flows tensor Representation
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MRI技术在胎盘功能不全评估的研究进展
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作者 王宏 王颖超 魏铭 《磁共振成像》 北大核心 2025年第10期215-221,228,共8页
胎盘功能不全会导致先兆子痫、胎儿生长受限和早产,在临床症状发作之前很难检测。目前多普勒超声对其诊断敏感性较低,而随着MRI技术如:扩散加权成像(diffusion-weighted imaging,DWI)、体素内不相干运动(intravoxel incoherent motion,I... 胎盘功能不全会导致先兆子痫、胎儿生长受限和早产,在临床症状发作之前很难检测。目前多普勒超声对其诊断敏感性较低,而随着MRI技术如:扩散加权成像(diffusion-weighted imaging,DWI)、体素内不相干运动(intravoxel incoherent motion,IVIM)-DWI、扩散张量成像(diffusion tensor imaging,DTI)、动脉自选标记(arterial spin labeling,ASL)、血流敏感交替反转恢复的动脉自旋标记(arterial spin labeling with flow-sensitive alternating inversion recovery,FLAIR-ASL)、血氧水平依赖(blood oxygenation level dependent,BLOD)成像及基于人工智能的快速功能性磁共振技术的不断发展,可实现对胎盘的微观结构、代谢、灌注等功能方面的评估。本文系统梳理了MRI新技术评估子宫螺旋动脉的重塑情况、量化胎盘血流灌注、对偏离正常动态的成熟胎盘状况以及密切相关的妊娠并发症进行自动量化的潜在优势及不足,探讨未来研究方向,旨在为临床及早、快速、可靠预测胎盘功能不全提供可靠依据,同时对管理和可能的干预措施提供新的思路。 展开更多
关键词 胎盘功能不全 磁共振成像 扩散加权成像 体素内不相干运动扩散加权成像 扩散张量成像 血氧水平依赖 血流敏感交替反转恢复的动脉自旋标记 人工智能
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基于RFPA2D-Flow软件对裂隙岩体渗透特性表征单元体的研究 被引量:10
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作者 王振伟 马克 +1 位作者 田洪圆 李全生 《煤炭学报》 EI CAS CSCD 北大核心 2019年第10期3012-3021,共10页
大型水利水电工程多依附于高陡裂隙岩体边坡而建,而边坡的渗控结构成为研究重点。为进一步研究裂隙岩体渗透特性及其各向异性的影响因素,基于C语言程序,考虑不同迹长、密度的概率分布,通过蒙特卡罗方法生成随机裂隙,然后将随机裂隙导入... 大型水利水电工程多依附于高陡裂隙岩体边坡而建,而边坡的渗控结构成为研究重点。为进一步研究裂隙岩体渗透特性及其各向异性的影响因素,基于C语言程序,考虑不同迹长、密度的概率分布,通过蒙特卡罗方法生成随机裂隙,然后将随机裂隙导入有限元渗流计算软件RFPA^2D-Flow,形成渗流裂隙网络模型。通过对不同的方位、不同尺寸上的等效渗透系数的模拟计算,得到不同工况下的渗透张量,结合类张量特性和类常量特性判定依据,确定渗流表征单元体,并自定义渗透特性各向异性系数,研究裂隙的密度、迹长对岩体渗透张量、表征单元体尺寸和各向异性系数的影响。结果表明:①裂隙密度和裂隙迹长对裂隙岩体的渗透主值影响较大,但对渗透主方向几乎无影响,随密度或者迹长的增大,裂隙岩体的渗透主值逐渐增大;②在一定范围内,随着裂隙密度或迹长的增大,裂隙岩体的渗透表征单元体尺寸逐渐减小;③裂隙岩体渗透特性的各向异性系数r随密度增大逐渐减小,随裂隙迹长增大呈现先减小后增大的趋势。在此基础上,以锦屏一级水电站坝区左岸边坡裂隙岩体为例,根据地质勘探所获的裂隙概率分布特征及相关参数,利用本文研究方法进行渗流数值模拟计算,确定锦屏左岸裂隙岩体的渗透张量和表征单元体尺寸,并结合现场压水试验结果对本文数值模拟结果进行修正,修正系数在一个数量级之内,说明本文模拟计算结果与实测结果相近。 展开更多
关键词 裂隙几何特征 表征单元体积 渗透张量 RFPA^2D-flow
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NUMERICAL SIMULATION OF MORPHOLOGY OF POLYMER CHAIN COILS IN COMPLEX FLOWS 被引量:4
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作者 Hong Zheng Wei Yu Chi-xing Zhou Department of Polymer Materials Science & Engineering,Shanghai Jiaotong University,Shanghai 200240,China 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2005年第5期453-462,共10页
A new coupled finite element formulation is proposed to calculate a conformation tensor model in two complex flows: a planar contraction flow and a planar flow around a symmetrically placed cylinder. The components o... A new coupled finite element formulation is proposed to calculate a conformation tensor model in two complex flows: a planar contraction flow and a planar flow around a symmetrically placed cylinder. The components of conformation tensor are first computed together with the velocity and pressure to describe the change of morphology of polymer chain coils in flow fields. Macroscopic quantities of viscoelastic flow are then calculated based on the conformation tensor. Comparisons between the numerical simulations and experiments for stress patterns and velocity profiles are carried out to prove the validity of the method. 展开更多
关键词 Viscoelastic flow MORPHOLOGY Complex flows Conformation tensor model Finite element method (FEM).
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OVERSHOOTS IN STRESS AND FREE ENERGY CHANGE DURING THE FLOWINDUCED CRYSTALLIZATION OF POLYMERIC MELT IN SHEAR FLOW 被引量:1
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作者 张洪斌 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2010年第4期657-666,共10页
The effect of pre-shear flow on the subsequent crystallization process of polymeric melt was investigated and a flow-induced crystallization (FIC) model based on the conformation tensor incorporating the pre-shear e... The effect of pre-shear flow on the subsequent crystallization process of polymeric melt was investigated and a flow-induced crystallization (FIC) model based on the conformation tensor incorporating the pre-shear effect was proposed. The model is capable of predicting the overshoot phenomena of the stress and the flow-induced free energy change of the polymeric system at high pre-shear rates. Under the condition of flow, the increase in the activated nuclei number was contributed by the flow-induced free energy change, which showed an overwhelming effect on the nuclei formation during the pre-shear process at high shear rates. The half crystallization time (t1/2) of polypropylene (PP) as functions of pre-shear rate and pre-shear time at different crystallization temperatures was predicted and compared with the experiment data. Both numerical and experimental results showed that t1/2 of PP decreased dramatically when the flow started but leveled off at long times. It was found that two transformation stages in t1/2 existed within a wide range of shear rates. For the first stage where the melting polymer experienced a relatively weak shear flow, the acceleration of crystallization kinetics was mainly contributed by the steady value of free energy change while in the second stage for high shear rates, strong overshoot in flow-induced free energy change occurred and the crystallization kinetics was thus significantly enhanced. The overshoots in stress and flow-induced free energy change reflected an important role of flow on the primary nucleation especially when the flow was strong enough. 展开更多
关键词 Crystallization kinetics Half crystallization time flow Model Conformation tensor
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ON THE KHLER-RICCI SOLITONS WITH VANISHING BOCHNER-WEYL TENSOR 被引量:3
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作者 苏延辉 张坤 《Acta Mathematica Scientia》 SCIE CSCD 2012年第3期1239-1244,共6页
In this article, we study the steady, shrinking, and expanding Kahler-Ricci solitons with vanishing Bochner-Weyl tensor and prove that, under this condition, the Ricci solitons must have constant holomorphic sectional... In this article, we study the steady, shrinking, and expanding Kahler-Ricci solitons with vanishing Bochner-Weyl tensor and prove that, under this condition, the Ricci solitons must have constant holomorphic sectional curvature. 展开更多
关键词 Ricci flow Kahler Ricci soliton Bochner-Weyl tensor
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THE TENSOR DENOTATION OF BELTRAMI SPHERICAL VORTICES AND THEIR SYMMETRY ANALYSIS
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作者 HUANG Yong-nian(黄永年) +1 位作者 HU Xin(胡欣) 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2002年第1期13-17,共5页
One kind of tensor denotation of nth Beltrami axisymmetric and nonaxisymmetric spherical vortices, their classification and symmetries were discussed. Chaotic Phenomena will occur in the dynamic system of the nonaxisy... One kind of tensor denotation of nth Beltrami axisymmetric and nonaxisymmetric spherical vortices, their classification and symmetries were discussed. Chaotic Phenomena will occur in the dynamic system of the nonaxisymmetric Beltrami spherical vortices. From these aspects, it is shown that the tensor denotation has more meaningful characters and nonaxisymmetric Beltrami shperical vortices are various and very complex. 展开更多
关键词 Beltrami flow tensor denotation SYMMETRY chaotic phenomena
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Direct numerical simulation study of the interaction between the polymer effect and velocity gradient tensor in decaying homogeneous isotropic turbulence 被引量:1
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作者 蔡伟华 李凤臣 张红娜 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第12期279-292,共14页
Direct numerical simulation of decaying homogeneous isotropic turbulence (DHIT) of a polymer solution is performed. In order to understand the polymer effect on turbulence or additive-turbulence interaction, we dire... Direct numerical simulation of decaying homogeneous isotropic turbulence (DHIT) of a polymer solution is performed. In order to understand the polymer effect on turbulence or additive-turbulence interaction, we directly investigate the influence of polymers on velocity gradient tensor including vorticity and strain. By visualizing vortex tubes and sheets, we observe a remarkable inhibition of vortex structures in an intermediate-scale field and a small-scale field but not for a large scale field in DHIT with polymers. The geometric study indicates a strong relevance among the vorticity vector, rate-of-strain tensor, and polymer conformation tensor. Joint probability density functions show that the polymer effect can increase "strain generation resistance" and "vorticity generation resistance", i.e., inhibit the generation of vortex sheets and tubes, ultimately leading to turbulence inhibition effects. 展开更多
关键词 decaying homogeneous isotropic turbulence turbulent drag-reducing flow velocity gradient tensor direct numerical simulation
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Numerical study of transonic separation flow using an anisotropic turbulence model 被引量:1
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作者 YAN Wenhui PENG Tengfei +2 位作者 YONG Yan QIN Ruixin MA Ruige 《航空动力学报》 EI CAS CSCD 北大核心 2020年第1期114-125,共12页
A transonic turbulent separation flow in a converging-diverging transonic diffuser was studied,when there existed a separation bubble on the top wall of the diffuser triggered by strong shock-wave-boundary-layer-inter... A transonic turbulent separation flow in a converging-diverging transonic diffuser was studied,when there existed a separation bubble on the top wall of the diffuser triggered by strong shock-wave-boundary-layer-interaction(SWBLI).To capture the essential behavior of this complex flow,the current study utilized an anisotropic turbulence model developed on the basis of a statistical partial average scheme.The first order moment of turbulent fluctuations,retained by a novel average scheme,and the turbulent length scale,can be determined from the momentum equations and mechanical energy equation of the fluctuation flow,respectively.The two physical quantities were readily used to construct the nonlinear anisotropic eddy viscosity tensor and to significantly improve the computational results.Comparisons between the computational results and experimental data were carried out for velocity profiles,pressure distribution,skin friction coefficient,Reynolds stress as well as streamline vectors distribution.Without using any empirical coefficients and wall functions,the numerical results were in good agreement with the available experimental data,further confirming that the nonlinear anisotropic eddy viscosity tensor is the decisive factor for the success of the computational results. 展开更多
关键词 TRANSONIC SEPARATION flow EDDY viscosity tensor shock wave boundary layer interaction ANISOTROPIC turbulence model statistical partial average scheme
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DIGITAL ANALYSIS TECHNOLOGY FOR MORPHOLOGY OF POLYMER CHAIN COILS IN FLOW FIELDS
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作者 Chi-xingZhou HongZheng WeiYu 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2005年第2期155-158,共4页
Polymer chain coils with entanglement is a crucial scale of structures in polymer materials since their relaxationtimes are matching practical processing times.Based on the phenomenological model of polymer chain coil... Polymer chain coils with entanglement is a crucial scale of structures in polymer materials since their relaxationtimes are matching practical processing times.Based on the phenomenological model of polymer chain coils and a new finiteelement approach,we have designed a computer software including solver,pre-and post-processing modules,and developeda digital analysis technology for the morphology of polymer chain coils in flow fields(DAMPC).Using this technology wemay simulate the morphology development of chain coils in various flow fields,such as simple shear flow,elongational flow,and any complex flow at transient or steady state.The applications made up to now show that the software predictions arecomparable with experimental results. 展开更多
关键词 Morphology of polymer chain Complex flows Conformation tensor Finite element method(FEM) Software DAMPC.
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DEFORMING METRICS WITH POSITIVE CURVATURE BY A FULLY NONLINEAR FLOW
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作者 岳赟 盛为民 《Acta Mathematica Scientia》 SCIE CSCD 2011年第1期159-171,共13页
By studying a fully nonlinear flow deforming conformal metrics on a compact and connected manifold, we prove the long time existence and the exponential convergence of the solutions of the flow for any initial metric ... By studying a fully nonlinear flow deforming conformal metrics on a compact and connected manifold, we prove the long time existence and the exponential convergence of the solutions of the flow for any initial metric g0 with the Schouten tensor Ag0 ∈ Γk. 展开更多
关键词 Fully nonlinear flow conformal metrics Schouten tensor
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TENSOR UNIVERSAL SERENDIPITY ELEMENTS AND UNSTEADY TAYLOR-GALERKIN FINITE ELEMENT METHOD
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作者 陈刚 沈孟育 +1 位作者 刘秋生 王保国 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1996年第1期15-23,共9页
A new kind of Universal Serendipity Element (USE) - the Tensor Universal Serendipity Element (TUSE) is constructed by using both tensor force finite elements and the basic idea of USE. The formulation of shape functio... A new kind of Universal Serendipity Element (USE) - the Tensor Universal Serendipity Element (TUSE) is constructed by using both tensor force finite elements and the basic idea of USE. The formulation of shape functions and their derivatives for TUSE is presented. TUSE can be used to study steady and unsteady transonic flow fields when combined with Taylor-Galerkin Finite Element Methods, the NND scheme in FDM, and four-stage Runge-Kutta methods. As numerical examples the transonic flow in cascades and one kind of complex unsteady transonic axisymmetric how in engineering are studied. It is shown that the algorithm presented in this paper is efficient and robust. 展开更多
关键词 finite elements tensor universal serendipity elements Euler equations transonic flow
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The Research of the Flow of Bodies with Use of the Vector Form of the Newton’s Law for the Viscous Liquid 被引量:2
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作者 Andrey N. Volobuev Eugene S. Petrov 《Engineering(科研)》 2011年第2期162-167,共6页
On the basis of the vector formula of the Newton’s law for a viscous liquid and the integrated vector form of the equation of an impulse for a viscous liquid for resistance and carrying power of a profile of any form... On the basis of the vector formula of the Newton’s law for a viscous liquid and the integrated vector form of the equation of an impulse for a viscous liquid for resistance and carrying power of a profile of any form and the big length dependences are found in a stream. Application of the found dependences at a circulating flow of the cylinder located across a stream is showed. The analysis of a tensor of viscosity for laminar and turbulent flow is carried out. 展开更多
关键词 Newton’s LAW for VISCOSITY A Body flow CIRCULATION of Speed Resistance Factor A VISCOSITY tensor
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Application of Stochastic Fracture Network with Numerical Fluid Flow Simulations to Groundwater Flow Modeling in Fractured Rocks
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作者 Wang Mingyu The University of Arizona, Tucson, Arizona, USA 85721 Department of Water Resources and Environmental Engineering, China University of Geosciences, Beijing 100083Chen Jinsong Wan Li Department of Water Resources and Environmental Engineering 《Journal of China University of Geosciences》 SCIE CSCD 2001年第3期240-248,共9页
The continuum approach in fluid flow modeling is generally applied to porous geological media, but has limited applicability to fractured rocks. With the presence of a discrete fracture network relatively sparsely dis... The continuum approach in fluid flow modeling is generally applied to porous geological media, but has limited applicability to fractured rocks. With the presence of a discrete fracture network relatively sparsely distributed in the matrix, it may be difficult or erroneous to use a porous medium fluid flow model with continuum assumptions to describe the fluid flow in fractured rocks at small or even large field scales. A discrete fracture fluid flow approach incorporating a stochastic fracture network with numerical fluid flow simulations could have the capability of capturing fluid flow behaviors such as inhomogeneity and anisotropy while reflecting the changes of hydraulic features at different scales. Moreover, this approach can be implemented to estimate the size of the representative elementary volume (REV) in order to find out the scales at which a porous medium flow model could be applied, and then to determine the hydraulic conductivity tensor for fractured rocks. The following topics are focused on in this study: (a) conceptual discrete fracture fluid flow modeling incorporating a stochastic fracture network with numerical flow simulations; (b) estimation of REV and hydraulic conductivity tensor for fractured rocks utilizing a stochastic fracture network with numerical fluid flow simulations; (c) investigation of the effect of fracture orientation and density on the hydraulic conductivity and REV by implementing a stochastic fracture network with numerical fluid flow simulations, and (d) fluid flow conceptual models accounting for major and minor fractures in the 2 D or 3 D flow fields incorporating a stochastic fracture network with numerical fluid flow simulations. 展开更多
关键词 discrete fracture fluid flow approach fractured rocks hydraulic conductivity tensor major fractures minor fractures numerical fluid flow simulations representative elementary volume stochastic fracture network.
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纤维预制体渗透率测量技术研究进展 被引量:2
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作者 刘晓 余映红 +2 位作者 崔曦月 卿新林 王奕首 《航空制造技术》 CSCD 北大核心 2024年第5期28-43,共16页
纤维预制体渗透率张量作为复合材料液体成型工艺过程中树脂流动数值模拟的决定性输入参数,与树脂流动以及最终成品质量密切相关,是实现复合材料高质量和大批量制造的关键。本文根据流动状态(饱和或非饱和)、流动维度和测量方向(面内或面... 纤维预制体渗透率张量作为复合材料液体成型工艺过程中树脂流动数值模拟的决定性输入参数,与树脂流动以及最终成品质量密切相关,是实现复合材料高质量和大批量制造的关键。本文根据流动状态(饱和或非饱和)、流动维度和测量方向(面内或面外)将渗透率测量技术分类,论述了相应条件下的渗透率测量技术以及研究进展,总结归纳了非饱和流动中流动前沿实时监测技术,分析了造成渗透率测量结果分散性大的影响因素,并阐述解决办法,最后提出未来发展趋势。 展开更多
关键词 纤维预制体 复合材料液体成型 渗透率张量 饱和或非饱和流动 流动前沿
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GPU加速的演化算法求解多目标流水车间调度问题 被引量:2
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作者 姜涛 梁振宇 +1 位作者 程然 金耀初 《计算机应用》 CSCD 北大核心 2024年第5期1364-1371,共8页
智能制造和环境可持续性研究中,多目标调度问题对于协调生产效率、成本管理与环境保护之间的平衡具有至关重要的意义,但现有基于CPU的调度解决方案在处理大规模生产任务时仍面临效率和时效性的限制,而GPU的并行计算能力可为优化大规模... 智能制造和环境可持续性研究中,多目标调度问题对于协调生产效率、成本管理与环境保护之间的平衡具有至关重要的意义,但现有基于CPU的调度解决方案在处理大规模生产任务时仍面临效率和时效性的限制,而GPU的并行计算能力可为优化大规模流水车间调度问题提供新的解决途径。针对多目标零等待流水车间调度问题(NWFSP),以同时最小化最大完成时间和总能耗(TEC)为优化目标,构建了混合整数线性规划模型(MILP)表征该调度问题,并提出一种基于GPU加速的张量化演化算法(Tensor-GPU-NSGA-Ⅱ)求解该问题。Tensor-GPU-NSGA-Ⅱ的主要创新在于对NWFSP关于最小化最大完成时间和TEC的计算过程的张量化处理,并提出了一种基于GPU的并行种群更新方法。实验结果表明,在500工件和20机器的问题规模下,Tensor-GPU-NSGA-Ⅱ在计算效率上相较于传统NSGA-Ⅱ算法取得了9761.75的加速比;且随着种群规模的增加,它的加速性能有显著提升。 展开更多
关键词 智能制造 多目标优化 流水车间调度 GPU加速 张量化方法
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