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Motion In-Betweening via Frequency-Domain Diffusion Model
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作者 Qiang Zhang Shuo Feng +2 位作者 Shanxiong Chen Teng Wan Ying Qi 《Computers, Materials & Continua》 2026年第1期275-296,共22页
Human motion modeling is a core technology in computer animation,game development,and humancomputer interaction.In particular,generating natural and coherent in-between motion using only the initial and terminal frame... Human motion modeling is a core technology in computer animation,game development,and humancomputer interaction.In particular,generating natural and coherent in-between motion using only the initial and terminal frames remains a fundamental yet unresolved challenge.Existing methods typically rely on dense keyframe inputs or complex prior structures,making it difficult to balance motion quality and plausibility under conditions such as sparse constraints,long-term dependencies,and diverse motion styles.To address this,we propose a motion generation framework based on a frequency-domain diffusion model,which aims to better model complex motion distributions and enhance generation stability under sparse conditions.Our method maps motion sequences to the frequency domain via the Discrete Cosine Transform(DCT),enabling more effective modeling of low-frequency motion structures while suppressing high-frequency noise.A denoising network based on self-attention is introduced to capture long-range temporal dependencies and improve global structural awareness.Additionally,a multi-objective loss function is employed to jointly optimize motion smoothness,pose diversity,and anatomical consistency,enhancing the realism and physical plausibility of the generated sequences.Comparative experiments on the Human3.6M and LaFAN1 datasets demonstrate that our method outperforms state-of-the-art approaches across multiple performance metrics,showing stronger capabilities in generating intermediate motion frames.This research offers a new perspective and methodology for human motion generation and holds promise for applications in character animation,game development,and virtual interaction. 展开更多
关键词 Motion generation diffusion model frequency domain human motion synthesis self-attention network 3D motion interpolation
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AI绘图助力三维设计发展——以Stable Diffusion为例 被引量:2
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作者 刘凇麟 杨蕾颖 《昆明冶金高等专科学校学报》 2025年第1期61-69,共9页
AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在... AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在本地计算机上生成高质量图像。以实际设计项目为例,应用Stable Diffusion在三维设计中帮助设计师快速生成草图和效果图,得到多种设计风格和创作方式,大大提高了设计的效率和乐趣,实践证明AI绘图工具在环境艺术设计、建筑设计等多个领域具有巨大的应用潜力。 展开更多
关键词 AI绘图 Stable diffusion 三维设计
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Interface Reaction of SiO_2/Ta and Its Influence on Cu Diffusion 被引量:1
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作者 龙世兵 马纪东 +4 位作者 于广华 赵洪辰 朱逢吾 张国海 夏洋 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2002年第10期1046-1050,共5页
Ta/NiFe film is deposited on Si substrate precoated with SiO_2 by magnetron sputtering.SiO_2/Ta interface and Ta_5Si_3 standard sample are investigated by using X-ray photoelectron spectroscopy (XPS) and peak decompos... Ta/NiFe film is deposited on Si substrate precoated with SiO_2 by magnetron sputtering.SiO_2/Ta interface and Ta_5Si_3 standard sample are investigated by using X-ray photoelectron spectroscopy (XPS) and peak decomposition technique.The results show that there is a thermodynamically favorable reaction at the SiO_2/Ta interface:37Ta+15SiO_2=5Ta_5Si_3+6Ta_2O_5.The more stable products Ta_5Si_3 and Ta_2O_5 may be beneficial to stop the diffusion of Cu into SiO_2. 展开更多
关键词 copper interconnection in ULSI diffusion barrier interface reaction X-ray photoelectron spectroscopy
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Approximate Solution of Non-Linear Reaction Diffusion Equations in Homogeneous Processes Coupled to Electrode Reactions for CE Mechanism at a Spherical Electrode 被引量:2
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作者 A. Eswari S. Usha L. Rajendran 《American Journal of Analytical Chemistry》 2011年第2期93-103,共11页
A mathematical model of CE reaction schemes under first or pseudo-first order conditions with different diffusion coefficients at a spherical electrode under non-steady-state conditions is described. The model is base... A mathematical model of CE reaction schemes under first or pseudo-first order conditions with different diffusion coefficients at a spherical electrode under non-steady-state conditions is described. The model is based on non-stationary diffusion equation containing a non-linear reaction term. This paper presents the complex numerical method (Homotopy perturbation method) to solve the system of non-linear differential equation that describes the homogeneous processes coupled to electrode reaction. In this paper the approximate analytical expressions of the non-steady-state concentrations and current at spherical electrodes for homogeneous reactions mechanisms are derived for all values of the reaction diffusion parameters. These approximate results are compared with the available analytical results and are found to be in good agreement. 展开更多
关键词 NON-LINEAR reaction/diffusion Equation HOMOTOPY PERTURBATION Method CE Mechanism Reduction of Order SPHERICAL ELECTRODES
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LogDiffusion:一种基于扩散概率模型的岩性识别方法 被引量:1
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作者 赵逢达 韩滋民 +2 位作者 付晓飞 章蓬伟 李贤善 《地球物理学进展》 北大核心 2025年第1期106-120,共15页
岩性识别是油气资源勘查开发过程中的关键步骤之一.目前,利用深度学习技术进行测井岩性识别能够显著提高识别速度和准确率,然而,由于测井数据集经常存在数据量不足和岩性类别分布不均衡等问题,神经网络在训练过程中容易出现过拟合现象,... 岩性识别是油气资源勘查开发过程中的关键步骤之一.目前,利用深度学习技术进行测井岩性识别能够显著提高识别速度和准确率,然而,由于测井数据集经常存在数据量不足和岩性类别分布不均衡等问题,神经网络在训练过程中容易出现过拟合现象,导致模型的准确率降低.为了解决这些问题,本文提出一种基于扩散概率模型的岩性识别模型LogDiffusion,该模型能够生成高质量的测井数据并用于训练,从而提升岩性识别的分类准确率.在传统的扩散概率模型的基础上,考虑到测井数据的一维结构,本文设计了一种用于估计梯度的分数网络FT-Unet,并提出了一种辅助分类器FT-Transformer以获取准确的岩性标签.此外,还提出了一种基于阈值的动态标签机制以提高采样算法的准确性.在两个小样本盲井测井数据集上的实验结果表明,该方法能够一定程度上解决测井数据集数据量不足和岩性类别分布不均衡的问题,从而提升岩性识别的准确率和精度. 展开更多
关键词 岩性识别 数据增强 深度学习 扩散概率模型
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THE ASYMPTOTIC BEHAVIOR OF SOLUTION FOR THE SINGULARLY PERTURBED INITIAL BOUNDARY VALUE PROBLEMS OF THE REACTION DIFFUSION EQUATIONS IN A PART OF DOMAIN
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作者 刘其林 莫嘉琪 《应用数学和力学》 EI CSCD 北大核心 2001年第10期1075-1080,共6页
A class of singularly perturbed initial boundary value problems for the reaction diffusion equations in a part of domain are considered. Using the operator theory the asymptotic behavior of solution for the problems i... A class of singularly perturbed initial boundary value problems for the reaction diffusion equations in a part of domain are considered. Using the operator theory the asymptotic behavior of solution for the problems is studied. 展开更多
关键词 奇摄动 反应扩散方程 初始边值问题 算子理论 渐近性态
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Stable Diffusion在设计类专业教学中的应用——以三维设计软件应用课程为例
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作者 刘凇麟 杨蕾颖 +2 位作者 危威 李健僖 张馨 《昆明冶金高等专科学校学报》 2025年第4期119-124,共6页
随着人工智能技术的快速发展,Stable Diffusion作为一种先进的图像生成和扩散模型,在设计领域中显现出巨大的应用潜力。通过Stable Diffusion在三维设计软件应用课程中的具体应用案例,结合课程目标和内容,分析其在提升教学质量、激发学... 随着人工智能技术的快速发展,Stable Diffusion作为一种先进的图像生成和扩散模型,在设计领域中显现出巨大的应用潜力。通过Stable Diffusion在三维设计软件应用课程中的具体应用案例,结合课程目标和内容,分析其在提升教学质量、激发学生创意和拓展设计思维方面的作用,符合当今教育和技术发展的趋势。通过实际教学,证明AI融入教学,能够有效提高学生学习兴趣和参与度、增强设计作品多样性和创新性;同时,对传统设计类教学也提出了挑战。提出了新的教学内容和应用建议,为艺术设计教育的发展提供了新的思路和方法。 展开更多
关键词 Stablediffusion模型 设计类专业 教学
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THE NONLINEAR SINGULARLY PERTURBED PROBLEMS FOR REACTION DIFFUSION EQUATIONS WITH TIME DELAY 被引量:31
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作者 莫嘉琪 冯茂春 《Acta Mathematica Scientia》 SCIE CSCD 2001年第2期254-258,共5页
A class of nonlinear for singularly perturbed problems for reaction diffusion equations with time delays are considered. Under suitable conditions, using theory of differential inequalities the asymptotic behavior of ... A class of nonlinear for singularly perturbed problems for reaction diffusion equations with time delays are considered. Under suitable conditions, using theory of differential inequalities the asymptotic behavior of solution for the initial boundary value problems are studied. 展开更多
关键词 reaction diffusion singular perturbation nonlinear systems
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THE SINGULARLY PERTURBED NONLOCAL REACTION DIFFUSION SYSTEM 被引量:13
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作者 莫嘉琪 韩祥临 陈松林 《Acta Mathematica Scientia》 SCIE CSCD 2002年第4期549-556,共8页
In this paper the singularly perturbed initial boundary value problems for the nonlocal reaction diffusion system are considered. Unsing the iteration method and the comparison theorem, the existence, uniqueness and i... In this paper the singularly perturbed initial boundary value problems for the nonlocal reaction diffusion system are considered. Unsing the iteration method and the comparison theorem, the existence, uniqueness and its asymptotic behavior of solution for the problem are studied. 展开更多
关键词 reaction diffusion system singular perturbation initial boundary value problem
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A CLASS OF NONLINEAR SINGULARLY PERTURBED PROBLEMS FOR REACTION DIFFUSION EQUATIONS 被引量:10
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作者 莫嘉琪 《Acta Mathematica Scientia》 SCIE CSCD 2003年第3期377-385,共9页
A class of nonlinear singularly perturbed problems for reaction diffusion equations are considered. Under suitable conditions, by using the theory of differential inequalities, the asymptotic behavior of solutions for... A class of nonlinear singularly perturbed problems for reaction diffusion equations are considered. Under suitable conditions, by using the theory of differential inequalities, the asymptotic behavior of solutions for the initial boundary value problems are studied, reduced problems of which possess two intersecting solutions. 展开更多
关键词 NONLINEAR reaction diffusion equation singular perturbation
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ASYMPTOTIC METHOD OF TRAVELLING WAVE SOLUTIONS FOR A CLASS OF NONLINEAR REACTION DIFFUSION EQUATION 被引量:9
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作者 莫嘉琪 张伟江 何铭 《Acta Mathematica Scientia》 SCIE CSCD 2007年第4期777-780,共4页
In this article the travelling wave solution for a class of nonlinear reaction diffusion problems are considered. Using the homotopic method and the theory of travelling wave transform, the approximate solution for th... In this article the travelling wave solution for a class of nonlinear reaction diffusion problems are considered. Using the homotopic method and the theory of travelling wave transform, the approximate solution for the corresponding problem is obtained. 展开更多
关键词 Travelling wave solution homotopic method of solution reaction diffusion
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Singular perturbation for the weakly nonlinear reaction diffusion equation with boundary perturbation 被引量:6
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作者 MO Jia-qi 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2008年第8期1105-1110,共6页
In this paper, a class of nonlinear singularly perturbed initial boundary value problems for reaction diffusion equations with boundary perturbation are considered under suitable conditions. Firstly, by dint of the re... In this paper, a class of nonlinear singularly perturbed initial boundary value problems for reaction diffusion equations with boundary perturbation are considered under suitable conditions. Firstly, by dint of the regular perturbation method, the outer solution of the original problem is obtained. Secondly, by using the stretched variable and the expansion theory of power series the initial layer of the solution is constructed. And then, by using the theory of differential inequalities, the asymptotic behavior of the solution for the initial boundary value problems is studied. Finally, using some relational inequalities the existence and uniqueness of solution for the original problem and the uniformly valid asymptotic estimation are discussed. 展开更多
关键词 NONLINEAR reaction diffusion singular perturbation boundary perturbation
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NONLINEAR SINGULARLY PERTURBED PREDATOR-PREY REACTION DIFFUSION SYSTEMS 被引量:5
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作者 MoJiaqi TangRongrong 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2004年第1期57-66,共10页
A class of nonlinear predator prey reaction diffusion systems for singularly pe rturbed problems are considered.Under suitable conditions, by using theory of di fferential inequalities the existence and asymptotic be... A class of nonlinear predator prey reaction diffusion systems for singularly pe rturbed problems are considered.Under suitable conditions, by using theory of di fferential inequalities the existence and asymptotic behavior of solution for in itial boundary value problems are studied. 展开更多
关键词 NONLINEAR predator PREY reaction diffusion singular perturbation.
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A CLASS OF SINGULARLY PERTURBED REACTION DIFFUSION SYSTEMS 被引量:6
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作者 莫嘉琪 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1997年第3期273-277,共5页
A class of singularly perturbed reaction diffusion systems are considered. Under suitable conditions, using the comparison theorem the asymptotic behavior of solution for the initial boundary value problems is studied.
关键词 reaction diffusion singular perturbation comparison theorem
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Singularly Perturbed Differential-Difference Reaction Diffusion Equations with Time Delay 被引量:13
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作者 莫嘉琪 《Journal of Shanghai Jiaotong university(Science)》 EI 2009年第5期629-631,共3页
A class of differential-difference reaction diffusion equations with a small time delay is considered.Under suitable conditions and by using the method of the stretched variable,the formal asymptotic solution is const... A class of differential-difference reaction diffusion equations with a small time delay is considered.Under suitable conditions and by using the method of the stretched variable,the formal asymptotic solution is constructed.And then,by using the theory of differential inequalities the uniformly validity of solution is proved. 展开更多
关键词 nonlinear reaction diffusion singular perturbation time delay
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THE NONLINEAR NONLOCAL SINGULARLY PERTURBED PROBLEMS FOR REACTION DIFFUSION EQUATIONS WITH A BOUNDARY PERTURBATION 被引量:4
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作者 Jingsun Yao Jiaqi Mo 《Analysis in Theory and Applications》 2005年第3期242-248,共7页
The nonlinear nonlocal singularly perturbed initial boundary value problems for reaction diffusion equations with a boundary perturbation is considered. Under suitable conditions, the outer solution of the original pr... The nonlinear nonlocal singularly perturbed initial boundary value problems for reaction diffusion equations with a boundary perturbation is considered. Under suitable conditions, the outer solution of the original problem is obtained. Using the stretched variable, the composing expansion method and the expanding theory of power series the initial layer is constructed. And then using the theory of differential inequalities the asymptotic behavior of solution for the initial boundary value problems is studied. Finally the existence and uniqueness of solution for the original problem and the uniformly valid asymptotic estimation are discussed. 展开更多
关键词 NONLINEAR reaction diffusion singular perturbation
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生成式AI在建筑设计中的应用难点及优化策略:以Stable Diffusion为例 被引量:3
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作者 胡旭明 季新亮 周振阳 《世界建筑》 2025年第6期83-89,共7页
随着人工智能在工程设计领域应用的逐渐深入,AI开始介入设计、优化、建造运维等工程全生命周期,尤其是生成式AI,其在设计中的应用场景逐步被挖掘,带来了设计范式的新变革,引发了设计行业的广泛讨论与应用探索。与此同时,生成式AI在工程... 随着人工智能在工程设计领域应用的逐渐深入,AI开始介入设计、优化、建造运维等工程全生命周期,尤其是生成式AI,其在设计中的应用场景逐步被挖掘,带来了设计范式的新变革,引发了设计行业的广泛讨论与应用探索。与此同时,生成式AI在工程设计中的应用难点也逐步显现:垂直领域模型训练量不足、缺乏对参数之间交互影响的认识、未构建精准提示词工程等问题制约了其在行业的深度应用和价值呈现。本研究以Stable Diffusion为例分析其在建筑设计中的应用难点及成因,针对性提出优化方法,并通过项目实践验证了其有效性,从而实现生成式AI在多种建筑设计场景下的高质量可控输出。 展开更多
关键词 AI 生成式AI Stable diffusion 建筑设计 优化策略
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Boundary Perturbed Problem for Reaction Diffusion Time Delay Equation with Two Parameters 被引量:3
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作者 XU Yonghong SHI Lanfang MO Jiaqi 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2015年第2期93-96,共4页
The singular perturbation problem for reaction diffusion time delay equation with boundary perturbation is considered. Firstly, the outer solution for the initial boundary value problem is constructed. Then, the initi... The singular perturbation problem for reaction diffusion time delay equation with boundary perturbation is considered. Firstly, the outer solution for the initial boundary value problem is constructed. Then, the initial and boundary layer correction terms are obtained using the stretched variables transforms. Finally, the asymptotic behavior of solution for the initial boundary value problem is studied. 展开更多
关键词 nonlinear reaction diffusion asymptotic solution
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Comparison of the interface reaction behaviors of CaO–V_(2)O_(5) and MnO_(2)–V_(2)O_(5) solid-state systems based on the diffusion couple method 被引量:5
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作者 Jing Wen Hongyan Sun +3 位作者 Tao Jiang Bojian Chen Fangfang Li Mengxia Liu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2023年第5期834-843,共10页
The formation mechanism of calcium vanadate and manganese vanadate and the difference between calcium and manganese in the reaction with vanadium are basic issues in the calcification roasting and manganese roasting p... The formation mechanism of calcium vanadate and manganese vanadate and the difference between calcium and manganese in the reaction with vanadium are basic issues in the calcification roasting and manganese roasting process with vanadium slag.In this work,CaO–V_(2)O_(5) and MnO_(2)–V_(2)O_(5) diffusion couples were prepared and roasted for different time periods to illustrate and compare the diffusion reaction mechanisms.Then,the changes in the diffusion product and diffusion coefficient were investigated and calculated based on scanning electron microscopy (SEM) with energy dispersive X-ray spectroscopy (EDS) analysis.Results show that with the extension of the roasting time,the diffusion reaction gradually proceeds among the CaO–V_(2)O_(5) and MnO_(2)–V_(2)O_(5) diffusion couples.The regional boundaries of calcium and vanadium are easily identifiable for the CaO–V_(2)O_(5) diffusion couple.Meanwhile,for the MnO_(2)–V_(2)O_(5) diffusion couple,MnO_(2) gradually decomposes to form Mn_(2)O_(3),and vanadium diffuses into the interior of Mn_(2)O_(3).Only a part of vanadium combines with manganese to form the diffusion production layer.CaV_(2)O_(6) and MnV_(2)O_(6) are the interfacial reaction products of the CaO–V_(2)O_(5) and MnO_(2)–V_(2)O_(5) diffusion couples,respectively,whose thicknesses are 39.85 and 32.13μm when roasted for 16 h.After 16 h,both diffusion couples reach the reaction equilibrium due to the limitation of diffusion.The diffusion coefficient of the CaO–V_(2)O_(5) diffusion couple is higher than that of the MnO_(2)–V_(2)O_(5) diffusion couple for the same roasting time,and the diffusion reaction between vanadium and calcium is easier than that between vanadium and manganese. 展开更多
关键词 solid-state reaction reaction regularity of calcium and vanadium reaction regularity of manganese and vanadium diffusion couple method interface reaction behavior
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A Class of Nonlinear Nonlocal Singularly Perturbed Reaction Diffusion Systems 被引量:3
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作者 CHEN Lihua 《Wuhan University Journal of Natural Sciences》 CAS 2008年第1期9-13,共5页
The singularly perturbed initial boundary value problems for the reaction diffusion system are raised. Firstly, under suitable conditions, using a iteration technique, the differential inequalities theorem is construc... The singularly perturbed initial boundary value problems for the reaction diffusion system are raised. Firstly, under suitable conditions, using a iteration technique, the differential inequalities theorem is constructed and introducing two auxiliary functions the existence and uniqueness theorem of solution for the basic reaction diffusion system is proved. Using the singularly perturbed method the formal asymptotic expressions of the solution are constructed with power series theory. By using the comparison theorem the existence and its asymptotic behavior of solution for the original problem are studied. Finally, using method of estimate inequalities, the structure of solutions for the problem is discussed thoroughly in three cases and asymptotic solution of the original problem is given. The asymptotic behavior of solution in the three cases is proved. 展开更多
关键词 reaction diffusion system singular perturbation initial boundary value problem
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