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Time-dependent Diffusion Coefficient and Conventional Diffusion Constant of Nanoparticles in Polymer Melts by Mode-coupling Theory
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作者 赖鑫昱 赵南蓉 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2013年第2期163-171,I0003,共10页
Time-dependent diffusion coefficient and conventional diffusion constant are calculated and analyzed to study diffusion of nanoparticles in polymer melts. A generalized Langevin equa- tion is adopted to describe the d... Time-dependent diffusion coefficient and conventional diffusion constant are calculated and analyzed to study diffusion of nanoparticles in polymer melts. A generalized Langevin equa- tion is adopted to describe the diffusion dynamics. Mode-coupling theory is employed to calculate the memory kernel of friction. For simplicity, only microscopic terms arising from binary collision and coupling to the solvent density fluctuation are included in the formalism. The equilibrium structural information functions of the polymer nanocomposites required by mode-coupling theory are calculated on the basis of polymer reference interaction site model with Percus-Yevick closure. The effect of nanoparticle size and that of the polymer size are clarified explicitly. The structural functions, the friction kernel, as well as the diffusion coefficient show a rich variety with varying nanoparticle radius and polymer chain length. We find that for small nanoparticles or short chain polymers, the characteristic short time non-Markov diffusion dynamics becomes more prominent, and the diffusion coefficient takes longer time to approach asymptotically the conventional diffusion constant. This constant due to the microscopic contributions will decrease with the increase of nanoparticle size, while increase with polymer size. Furthermore, our result of diffusion constant from mode- coupling theory is compared with the value predicted from the Stokes-Einstein relation. It shows that the microscopic contributions to the diffusion constant are dominant for small nanoparticles or long chain polymers. Inversely, when nanonparticle is big, or polymer chain is short, the hydrodynamic contribution might play a significant role. 展开更多
关键词 time-dependent diffusion coefficient Conventional diffusion coefficient Poly-mer melts Mode-coupling theory Polymer reference interaction site model
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Time-dependent diffusion magnetic resonance imaging:measurement,modeling,and applications 被引量:1
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作者 Ruicheng BA Liyi KANG Dan WU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2024年第10期765-787,共23页
Increasingly,attention is being directed towards time-dependent diffusion magnetic resonance imaging(TDDMRI),a method that reveals time-related changes in the diffusional behavior of water molecules in biological tiss... Increasingly,attention is being directed towards time-dependent diffusion magnetic resonance imaging(TDDMRI),a method that reveals time-related changes in the diffusional behavior of water molecules in biological tissues,thereby enabling us to probe related microstructure events.With ongoing improvements in hardware and advanced pulse sequences,significant progress has been made in applying TDDMRI to clinical research.The development of accurate mathematical models and computational methods has bolstered theoretical support for TDDMRI and elevated our understanding of molecular diffusion.In this review,we introduce the concept and basic physics of TDDMRI,and then focus on the measurement strategies and modeling approaches in short-and long-diffusion-time domains.Finally,we discuss the challenges in this field,including the requirement for efficient scanning and data processing technologies,the development of more precise models depicting time-dependent molecular diffusion,and critical clinical applications. 展开更多
关键词 time-dependent diffusion diffusion magnetic resonance imaging(dMRI) Microstructure imaging Microstructural model
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Stability of Time-Dependent Diffusion Semigroups and Kernels
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作者 Weian ZhengDepartment of Mathematics,University of California,Irvine,CA92612,U S ADepartment of Statistics,East China Normal University,Shanghai 200062,P.R.China E-mail:wzhengmath.uci.edu 《Acta Mathematica Sinica,English Series》 SCIE CSCD 1999年第4期575-586,共12页
The main result of this paper is that when the coefficients of the time-dependent divergence form operators are Hlder continuous in time with order not too much smaller than (1/2),the distance of the semigroups of t... The main result of this paper is that when the coefficients of the time-dependent divergence form operators are Hlder continuous in time with order not too much smaller than (1/2),the distance of the semigroups of two operators is bounded by the L<sub>2</sub> distance of the coefficients of their corresponding operators. 展开更多
关键词 time-dependent diffusion semigroups STABILITY Hlder continuous
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Estimation of Chloride Diffusivity in Hydrated Tricalcium Silicate Using a Hydration-Diffusion Integrated Method
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作者 WANG Xin SHEN Dejian +2 位作者 TAO Sijie LIU Ruixin WU Shengxing 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期49-64,共16页
This study aims to develop a chloride diffusion simulation method that considers the hydration microstructure and pore solution properties during the hydration of tricalcium silicate(C3S).The method combines the hydra... This study aims to develop a chloride diffusion simulation method that considers the hydration microstructure and pore solution properties during the hydration of tricalcium silicate(C3S).The method combines the hydration simulation,thermodynamic calculation,and finite element analysis to examine the effects of pore solution,including effect of electrochemical potential,effect of chemical activity,and effect of mechanical interactions between ions,on the chloride effective diffusion coefficient of hydrated C3S paste.The results indicate that the effect of electrochemical potential on chloride diffusion becomes stronger with increasing hydration age due to the increase in the content of hydrated calcium silicate;as the hydration age increases,the effect of chemical activity on chloride diffusion weakens when the number of diffusible elements decreases;the effect of mechanical interactions between ions on chloride diffusion decreases with the increase of hydration age. 展开更多
关键词 tricalcium silicate simulation method chloride diffusion coefficient pore solution
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人工智能在绘画领域的应用——以Stable Diffusion搭配ControlNet为例
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作者 叶雨杭 雷雅琴 《科学与信息化》 2025年第2期60-63,共4页
文章分析了Stable Diffusion的技术原理与插件ControlNet的功能,以及两者结合之后出图的效果及优势和劣势。同时分析如何通过ComfyUI添加插件搭建工作流,以提升工作效率,减少工作时间。本文旨在通过应用人工智能技术将设计师从单一的重... 文章分析了Stable Diffusion的技术原理与插件ControlNet的功能,以及两者结合之后出图的效果及优势和劣势。同时分析如何通过ComfyUI添加插件搭建工作流,以提升工作效率,减少工作时间。本文旨在通过应用人工智能技术将设计师从单一的重复的工作中解放出来,专注于设计本身而不是设计绘画的过程,让数字绘画技术赋予绘画领域升级。 展开更多
关键词 AIGC 人工智能 数字绘画 平面设计 Stable diffusion CONTROLNET
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基于Stable Diffusion的交通枢纽领域快速生图研究
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作者 郑政 《交通与港航》 2025年第1期52-56,78,共6页
研究目的旨在探讨Stable Diffusion技术在交通枢纽设计领域的应用。研究方法采用实证研究方法,对技术的优势与挑战进行了系统分析。研究结果表明,Stable Diffusion技术在快速生成效果图方面表现出显著优势,但面临细节控制和专项风格匹... 研究目的旨在探讨Stable Diffusion技术在交通枢纽设计领域的应用。研究方法采用实证研究方法,对技术的优势与挑战进行了系统分析。研究结果表明,Stable Diffusion技术在快速生成效果图方面表现出显著优势,但面临细节控制和专项风格匹配的局限性。为优化这一技术,引入了ControlNet和Lora模型,实现了对设计图像外形的精确控制和风格优化。然而,模型的泛化能力仍需进一步研究。此外,Stable Diffusion技术的高算力需求和硬件依赖性是其在实际应用中的主要障碍。综合研究结果,为交通枢纽设计领域应用Stable Diffusion技术提供了新的思路,并明确了未来的优化路径。 展开更多
关键词 Stable diffusion 交通枢纽设计 图像生成 CONTROLNET Lora 人工智能
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A unique time-dependent deformation behavior of coral reef limestone
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作者 Kai Wu Qingshan Meng +5 位作者 Le Luo Qinglong Qin Chi Wang Xinzhi Wang Tianli Shen Haozhen Ding 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第3期1862-1875,共14页
Catastrophic failure in engineering structures of island reefs would occur when the tertiary creep initiates in coral reef limestone with a transition from short-to long-term load.Due to the complexity of biological s... Catastrophic failure in engineering structures of island reefs would occur when the tertiary creep initiates in coral reef limestone with a transition from short-to long-term load.Due to the complexity of biological structures,the underlying micro-behaviors involving time-dependent deformation are poorly understood.For this,an abnormal phenomenon was observed where the axial and lateral creep deformations were mutually independent by a series of triaxial tests under constant stress and strain rate conditions.The significantly large lateral creep deformation implies that the creep process cannot be described in continuum mechanics regime.Herein,it is hypothesized that sliding mechanism of crystal cleavages dominates the lateral creep deformation in coral reef limestone.Then,approaches of polarizing microscope(PM)and scanning electronic microscope(SEM)are utilized to validate the hypothesis.It shows that the sliding behavior of crystal cleavages combats with conventional creep micro-mechanisms at certain condition.The former is sensitive to time and strain rate,and is merely activated in the creep regime. 展开更多
关键词 Coral reef limestone time-dependent deformation Creep mechanism Constitutive model
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The Finite Volume Element Method for Time-Fractional Nonlinear Fourth-Order Diffusion Equation with Time Delay
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作者 Anran Li Qing Yang 《Engineering(科研)》 2025年第1期53-72,共20页
In this article, a finite volume element algorithm is presented and discussed for the numerical solutions of a time-fractional nonlinear fourth-order diffusion equation with time delay. By choosing the second-order sp... In this article, a finite volume element algorithm is presented and discussed for the numerical solutions of a time-fractional nonlinear fourth-order diffusion equation with time delay. By choosing the second-order spatial derivative of the original unknown as an additional variable, the fourth-order problem is transformed into a second-order system. Then the fully discrete finite volume element scheme is formulated by using L1approximation for temporal Caputo derivative and finite volume element method in spatial direction. The unique solvability and stable result of the proposed scheme are proved. A priori estimate of L2-norm with optimal order of convergence O(h2+τ2−α)where τand hare time step length and space mesh parameter, respectively, is obtained. The efficiency of the scheme is supported by some numerical experiments. 展开更多
关键词 Time-Fractional Nonlinear Fourth-Order diffusion Equation with Time Delay Finite Volume Element Method Caputo-Fractional Derivative Optimal Priori Error Analysis
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Temperature fields prediction for the casting process by a conditional diffusion model
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作者 Jin-wu Kang Jing-xi Zhu Qi-chao Zhao 《China Foundry》 2025年第2期139-150,共12页
Deep learning has achieved great progress in image recognition,segmentation,semantic recognition and game theory.In this study,a latest deep learning model,a conditional diffusion model was adopted as a surrogate mode... Deep learning has achieved great progress in image recognition,segmentation,semantic recognition and game theory.In this study,a latest deep learning model,a conditional diffusion model was adopted as a surrogate model to predict the heat transfer during the casting process instead of numerical simulation.The conditional diffusion model was established and trained with the geometry shapes,initial temperature fields and temperature fields at t_(i) as the condition and random noise sampled from standard normal distribution as the input.The output was the temperature field at t_(i+1).Therefore,the temperature field at t_(i+1)can be predicted as the temperature field at t_(i) is known,and the continuous temperature fields of all the time steps can be predicted based on the initial temperature field of an arbitrary 2D geometry.A training set with 3022D shapes and their simulated temperature fields at different time steps was established.The accuracy for the temperature field for a single time step reaches 97.7%,and that for continuous time steps reaches 69.1%with the main error actually existing in the sand mold.The effect of geometry shape and initial temperature field on the prediction accuracy was investigated,the former achieves better result than the latter because the former can identify casting,mold and chill by different colors in the input images.The diffusion model has proved the potential as a surrogate model for numerical simulation of the casting process. 展开更多
关键词 diffusion model U-Net CASTING simulation heat transfer
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Observation and mechanism of non-uniform distribution of tin nuclei in preparing vapor diffusion coated Nb_(3)Sn thin film for SRF applications
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作者 Shuai Wu Yang Ye +17 位作者 Zi-Qin Yang Yuan He Jian-Peng Li Guang-Ze Jiang Lu Li Shi-Chun Huang An-Dong Wu Hang-Xu Li Shao-Hua Lu Tao Liu Feng Qiu Cang-Long Wang Ji-Zheng Duan Teng Tan Zhi-Jun Wang Sheng-Hu Zhang Hong-Wei Zhao Wen-Long Zhan 《Nuclear Science and Techniques》 2025年第1期22-34,共13页
Growth of high-quality Nb_(3)Sn thin films for superconducting radiofrequency(SRF)applications using the vapor diffusion method requires a uniform distribution of tin nuclei on the niobium(Nb)surface.This study examin... Growth of high-quality Nb_(3)Sn thin films for superconducting radiofrequency(SRF)applications using the vapor diffusion method requires a uniform distribution of tin nuclei on the niobium(Nb)surface.This study examines the mechanism underlying the observed non-uniform distribution of tin nuclei with tin chloride SnCl_(2).Electron backscatter diffraction(EBSD)analysis was used to examine the correlation between the nucleation behavior and orientation of niobium grains in the substrate.The findings of the density functional theory(DFT)simulation are in good agreement with the experimental results,showing that the non-uniform distribution of tin nuclei is the result of the adsorption energy of SnCl_(2)molecules by varied niobium grain orientations.Further analysis indicated that the surface roughness and grain size of niobium also played significant roles in the nucleation behavior.This study provides valuable insights into enhancing the surface pretreatment of niobium substrates during the growth of Nb_(3)Sn thin films using the vapor diffusion method. 展开更多
关键词 NUCLEATION Tin chloride Non-uniform distribution Vapor diffusion Crystal orientation Adsorption energy
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In an Ocean or a River:Bilinear Auto-Backlund Transformations and Similarity Reductions on an Extended Time-Dependent(3+1)-Dimensional Shallow Water Wave Equation
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作者 GAO Xin-yi 《China Ocean Engineering》 2025年第1期160-165,共6页
With respect to oceanic fluid dynamics,certain models have appeared,e.g.,an extended time-dependent(3+1)-dimensional shallow water wave equation in an ocean or a river,which we investigate in this paper.Using symbolic... With respect to oceanic fluid dynamics,certain models have appeared,e.g.,an extended time-dependent(3+1)-dimensional shallow water wave equation in an ocean or a river,which we investigate in this paper.Using symbolic computation,we find out,on one hand,a set of bilinear auto-Backlund transformations,which could connect certain solutions of that equation with other solutions of that equation itself,and on the other hand,a set of similarity reductions,which could go from that equation to a known ordinary differential equation.The results in this paper depend on all the oceanic variable coefficients in that equation. 展开更多
关键词 OCEAN RIVER extended time-dependent(3+1)-dimensional shallow water wave equation bilinear auto-Bäcklund transformation similarity reduction symbolic computation
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THE FINITE DIFFERENCE STREAMLINE DIFFUSION METHODS FOR TIME-DEPENDENT CONVECTION-DIFFUSION EQUATIONS 被引量:6
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作者 孙澈 沈慧 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1998年第1期72-85,共14页
In this paper, two finite difference streamline diffusion (FDSD) schemes for solving two-dimensional time-dependent convection-diffusion equations are constructed. Stability and optimal order error estimati-ions for c... In this paper, two finite difference streamline diffusion (FDSD) schemes for solving two-dimensional time-dependent convection-diffusion equations are constructed. Stability and optimal order error estimati-ions for considered schemes are derived in the norm stronger than L^2-norm. 展开更多
关键词 time-dependent CONVECTION-diffusion equations STREAMLINE diffusion methods Euler-FDSD SCHEME Crank-Nicolson-FDSD scheme.
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微调Stable Diffusion的侧扫声呐图像数据集扩充方法
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作者 高鑫 张龙刚 +3 位作者 彭望 郝瑞亭 马双双 郑杰 《舰船科学技术》 北大核心 2025年第4期137-142,共6页
针对水下声学图像获取难度大、优质数据少的问题,提出一种参数高效微调Stable Diffusion的侧扫声呐图像数据集扩充方法。旨在提升数据集质量与多样性,进而改善基于深度学习的舰船侧扫声呐目标检测系统的性能。首先冻结预训练模型全连接... 针对水下声学图像获取难度大、优质数据少的问题,提出一种参数高效微调Stable Diffusion的侧扫声呐图像数据集扩充方法。旨在提升数据集质量与多样性,进而改善基于深度学习的舰船侧扫声呐目标检测系统的性能。首先冻结预训练模型全连接层的权重,随后注入可训练的秩分解矩阵(Rank Decomposition Matrices),最后嵌入提示词生成图像样本。实验结果表明,相比于目前主流基于CycleGAN的方法,提出的方法生成了更高质量、多样化、稳定的侧扫声呐图像。此外,数据集扩充后,多种主流的目标检测算法性能均有所增强,YOLOv8n的mAP@0.5提升了22.9%,证明了该方法的有效性。 展开更多
关键词 侧扫声呐 深度学习 参数高效微调 稳态扩散
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A streamline diffusion nonconforming finite element method for the time-dependent linearized Navier-Stokes equations 被引量:1
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作者 陈豫眉 谢小平 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2010年第7期861-874,共14页
A nonconforming finite element method of finite difference streamline diffusion type is proposed to solve the time-dependent linearized Navier-Stokes equations. The backward Euler scheme is used for time discretizatio... A nonconforming finite element method of finite difference streamline diffusion type is proposed to solve the time-dependent linearized Navier-Stokes equations. The backward Euler scheme is used for time discretization. Crouzeix-Raviart nonconforming finite element approximation, namely, nonconforming (P1)2 - P0 element, is used for the velocity and pressure fields with the streamline diffusion technique to cope with usual instabilities caused by the convection and time terms. Stability and error estimates are derived with suitable norms. 展开更多
关键词 streamline diffusion method finite difference method nonconforming finite element method time-dependent linearized Navier-Stokes equations error estimate
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A Reaction-Diffusion SIR Model with Saturated Incidence Rate and Vaccination
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作者 Shaoyi Geng Xiaolin Lin +1 位作者 Danfeng Pang Guoqing Li 《Journal of Applied Mathematics and Physics》 2025年第2期400-418,共19页
In this paper, we establish an SIR reaction-diffusion infectious disease model with saturated incidence rate and vaccination. Firstly, we prove the uniform boundedness of the solution of this model. Secondly, we estab... In this paper, we establish an SIR reaction-diffusion infectious disease model with saturated incidence rate and vaccination. Firstly, we prove the uniform boundedness of the solution of this model. Secondly, we establish the threshold dynamic behavior of the model based on the basic reproduction number R0, specifically, we prove the globally asymptotic stability of the disease-free equilibrium and the uniform persistence of the model. Thirdly, we show the existence and stability of the endemic equilibrium of the homogeneous system and obtain different cases of positive solution. Fourthly, we investigate the effects of vaccination rate and saturated incidence rate on the basic reproduction number. The results indicate that increasing vaccination rate and saturation rate can effectively control the transmission of the disease. Finally, we conduct numerical simulations to verify the aforementioned conclusions. 展开更多
关键词 Reaction-diffusion Model Saturated Incidence Rate Basic Reproduction Number Threshold Dynamics Asymptotic Profile
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Finite difference streamline diffusion method using nonconforming space for incompressible time-dependent Navier-Stokes equations 被引量:1
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作者 陈刚 冯民富 何银年 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2013年第9期1083-1096,共14页
This paper proposes a new nonconforming finite difference streamline diffusion method to solve incompressible time-dependent Navier-Stokes equations with a high Reynolds number. The backwards difference in time and th... This paper proposes a new nonconforming finite difference streamline diffusion method to solve incompressible time-dependent Navier-Stokes equations with a high Reynolds number. The backwards difference in time and the Crouzeix-Raviart (CR) element combined with the P0 element in space are used. The result shows that this scheme has good stabilities and error estimates independent of the viscosity coefficient. 展开更多
关键词 Navier-Stokes equation high Reynolds number Ladyzhenskaya-Babugka- Brezzi (LBB) condition finite difference streamline diffusion method discrete Gronwall's inequality
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GAN与Diffusion在传统纹样设计中的实验研究 被引量:3
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作者 李莉 毛子晗 +2 位作者 吕思奇 袁晨旭 彭玉旭 《丝绸》 CAS CSCD 北大核心 2024年第8期9-22,共14页
传统纹样是中国优秀传统文化的重要组成部分,传统人工设计已经无法满足纹样的现代设计需求,生成式AI为传统纹样设计提供了新的设计路径和方法。文章将生成式AI应用于传统纹样设计中,通过适配实验优选基于GAN的Style GAN和基于Diffusion... 传统纹样是中国优秀传统文化的重要组成部分,传统人工设计已经无法满足纹样的现代设计需求,生成式AI为传统纹样设计提供了新的设计路径和方法。文章将生成式AI应用于传统纹样设计中,通过适配实验优选基于GAN的Style GAN和基于Diffusion的Stable Diffusion两种主流图像生成模型进行实验,采用技术分析与艺术分析相结合,对实验结果进行多角度、多维度对比分析,为设计师选择生成设计方法提供参照。实验结果表明,两个模型均能满足基本的艺术设计需求。Style GAN模型生成的纹样图像更接近真实图像的分布,具有更高的图像质量和多样性;Stable Diffusion模型能较好地传承传统纹样的基因,艺术性与创造性兼具,更加符合传统纹样的艺术设计需求。 展开更多
关键词 GAN diffusion 传统纹样 评价指标 对比分析 实验研究
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L^(2)-CONVERGENCE TO NONLINEAR DIFFUSION WAVES FOR EULER EQUATIONS WITH TIME-DEPENDENT DAMPING
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作者 Shifeng GENG Feimin HUANG Xiaochun WU 《Acta Mathematica Scientia》 SCIE CSCD 2022年第6期2505-2522,共18页
In this paper,we are concerned with the asymptotic behavior of L^(∞) weak-entropy solutions to the compressible Euler equations with a vacuum and time-dependent damping-m/(1+t)^(λ).As λ∈(0,l/7],we prove tht the L^... In this paper,we are concerned with the asymptotic behavior of L^(∞) weak-entropy solutions to the compressible Euler equations with a vacuum and time-dependent damping-m/(1+t)^(λ).As λ∈(0,l/7],we prove tht the L^(∞) weak-entropy solution converges to the nonlinear diffusion wave of the generalized porous media equation(GPME)in L^(2)(R).As λ∈(1/7,1),we prove that the L^(∞) weak-entropy solution converges to an expansion around the nonlinear diffusion wave in L^(2)(R),which is the best asymptotic profile.The proof is based on intensive entropy analysis and an energy method. 展开更多
关键词 L^(2)-convergence compressible Euler Equations time asymptotic expansion time-dependent damping relative entropy inequality
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Comparison between Non-Gaussian Puff Model and a Model Based on a Time-Dependent Solution of Advection-Diffusion Equation 被引量:1
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作者 Tiziano Tirabassi Davidson M. Moreira +1 位作者 Marco Tullio Vilhena Camila Pinto da Costa 《Journal of Environmental Protection》 2010年第2期172-178,共7页
A comparison between a non-Gaussian puff model and an advanced time-dependent model to simulate the pollutant dispersion in the Planetary Boundary Layer is presented. The puff model is based on a general technique for... A comparison between a non-Gaussian puff model and an advanced time-dependent model to simulate the pollutant dispersion in the Planetary Boundary Layer is presented. The puff model is based on a general technique for solving the K-equation, using the truncated Gram-Charlier expansion (type A) of the concentration field and finite set equations for the corresponding moments. The other model (named ADMM: Analytical Dispersion Multilayers Model) is an semi- analytical solution to the time-dependent two-dimensional advection-diffusion equation based on a discretization of the PBL in N sub-layers;in each sub-layers the advection-diffusion equation is solved by the Laplace transform technique, considering an average value for eddy diffusivity and the wind speed. A preliminary performance evaluation is shown in the case of continuous emission from an elevated source in a variable boundary layer. Both models were able to correctly reproduce the concentration field measured and so to be used as operative air pollution models. 展开更多
关键词 ADVECTION-diffusion EQUATION Air POLLUTION Modeling ANALYTICAL Solution PUFF MODELS
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基于Stable Diffusion的虚拟人形象预设计的应用与研究 被引量:5
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作者 曾建勇 沈晓萍 《现代信息科技》 2024年第3期169-175,共7页
对当前AIGC在虚拟形象预设计方面的现状及影响进行了分析和探讨。以Stable Diffusion为例,详细介绍了工程构建和实现,对相关模块的作用、运行环境、使用方法及其指令等多个方面进行了综合叙述、分析和探讨,针对使用不同采样方法、不同... 对当前AIGC在虚拟形象预设计方面的现状及影响进行了分析和探讨。以Stable Diffusion为例,详细介绍了工程构建和实现,对相关模块的作用、运行环境、使用方法及其指令等多个方面进行了综合叙述、分析和探讨,针对使用不同采样方法、不同采样参数及不同训练模型生成图片效果的优劣进行了说明及展示。随后,通过项目实例,完整地展示了人物形象预设计的过程。最后,对AIGC等新技术可能带来的社会影响进行了预测和总结。 展开更多
关键词 AI生成内容 Stable diffusion 生成对抗网络 提示词 虚拟人形象
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