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The Finite Volume Element Method for Time-Fractional Nonlinear Fourth-Order Diffusion Equation with Time Delay 被引量:1
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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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Global Existence and Blow-up of Solutions for Fourth-order Parabolic Equation with p(x)-Laplacian and Variable Exponents
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作者 YANG Chunxiao YU Lifei DUAN Chenyan 《数学进展》 北大核心 2026年第1期221-239,共19页
In this paper,we consider the fourth-order parabolic equation with p(x)Laplacian and variable exponent source ut+∆^(2)u−div(|■u|^(p(x)−2■u))=|u|^(q(x))−1u.By applying potential well method,we obtain global existence... In this paper,we consider the fourth-order parabolic equation with p(x)Laplacian and variable exponent source ut+∆^(2)u−div(|■u|^(p(x)−2■u))=|u|^(q(x))−1u.By applying potential well method,we obtain global existence,asymptotic behavior and blow-up of solutions with initial energy J(u_(0))≤d.Moreover,we estimate the upper bound of the blow-up time for J(u_(0))≤0. 展开更多
关键词 fourth-order parabolic equation variable exponent source global existence asymptotic behavior BLOW-UP
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Residual resampling-based physics-informed neural network for neutron diffusion equations
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作者 Heng Zhang Yun-Ling He +3 位作者 Dong Liu Qin Hang He-Min Yao Di Xiang 《Nuclear Science and Techniques》 2026年第2期16-41,共26页
The neutron diffusion equation plays a pivotal role in nuclear reactor analysis.Nevertheless,employing the physics-informed neural network(PINN)method for its solution entails certain limitations.Conventional PINN app... The neutron diffusion equation plays a pivotal role in nuclear reactor analysis.Nevertheless,employing the physics-informed neural network(PINN)method for its solution entails certain limitations.Conventional PINN approaches generally utilize a fully connected network(FCN)architecture that is susceptible to overfitting,training instability,and gradient vanishing as the network depth increases.These challenges result in accuracy bottlenecks in the solution.In response to these issues,the residual-based resample physics-informed neural network(R2-PINN)is proposed.It is an improved PINN architecture that replaces the FCN with a convolutional neural network with a shortcut(S-CNN).It incorporates skip connections to facilitate gradient propagation between network layers.Additionally,the incorporation of the residual adaptive resampling(RAR)mechanism dynamically increases the number of sampling points.This,in turn,enhances the spatial representation capabilities and overall predictive accuracy of the model.The experimental results illustrate that our approach significantly improves the convergence capability of the model and achieves high-precision predictions of the physical fields.Compared with conventional FCN-based PINN methods,R 2-PINN effectively overcomes the limitations inherent in current methods.Thus,it provides more accurate and robust solutions for neutron diffusion equations. 展开更多
关键词 Neutron diffusion equation Physics-informed neural network CNN with shortcut Residual adaptive resampling
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Application of physics-informed neural networks in solving temperature diffusion equation of seawater
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作者 Lei HAN Changming DONG +3 位作者 Yuli LIU Huarong XIE Hongchun ZHANG Weijun ZHU 《Journal of Oceanology and Limnology》 2026年第1期1-18,共18页
Physics-informed neural networks(PINNs),as a novel artificial intelligence method for solving partial differential equations,are applicable to solve both forward and inverse problems.This study evaluates the performan... Physics-informed neural networks(PINNs),as a novel artificial intelligence method for solving partial differential equations,are applicable to solve both forward and inverse problems.This study evaluates the performance of PINNs in solving the temperature diffusion equation of the seawater across six scenarios,including forward and inverse problems under three different boundary conditions.Results demonstrate that PINNs achieved consistently higher accuracy with the Dirichlet and Neumann boundary conditions compared to the Robin boundary condition for both forward and inverse problems.Inaccurate weighting of terms in the loss function can reduce model accuracy.Additionally,the sensitivity of model performance to the positioning of sampling points varied between different boundary conditions.In particular,the model under the Dirichlet boundary condition exhibited superior robustness to variations in point positions during the solutions of inverse problems.In contrast,for the Neumann and Robin boundary conditions,accuracy declines when points were sampled from identical positions or at the same time.Subsequently,the Argo observations were used to reconstruct the vertical diffusion of seawater temperature in the north-central Pacific for the applicability of PINNs in the real ocean.The PINNs successfully captured the vertical diffusion characteristics of seawater temperature,reflected the seasonal changes of vertical temperature under different topographic conditions,and revealed the influence of topography on the temperature diffusion coefficient.The PINNs were proved effective in solving the temperature diffusion equation of seawater with limited data,providing a promising technique for simulating or predicting ocean phenomena using sparse observations. 展开更多
关键词 temperature diffusion equation physics-informed neural network(PINN) boundary condition forward and inverse problem
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A numerical method for two-dimensional nonlinear modified time-fractional fourth-order diffusion equation 被引量:3
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作者 Haiyan He Kaijie Liang Baoli Yin 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2019年第1期51-76,共26页
In this paper,we consider the finite element method for two-dimensional nonlinear modified time-fractional fourth-order diffusion equation.In order to avoid using higher order elements,we introduce an intermediate var... In this paper,we consider the finite element method for two-dimensional nonlinear modified time-fractional fourth-order diffusion equation.In order to avoid using higher order elements,we introduce an intermediate variableσ=∆u and translate the fourth-order derivative of the original problem into a second-order coupled system.We discretize the fractional time derivative terms by using the L1-approximation and discretize the first-order time derivative term by using the second-order backward differentiation formula.In the fully discrete scheme,we implement the finite element method for the spatial approximation.Unconditional stability of the fully discrete scheme is proven and its optimal convergence order is obtained.Numerical experiments are carried out to demonstrate our theoretical analysis. 展开更多
关键词 Time-fractional fourth-order diffusion equation finite element method Caputo-fractional derivative unconditional stability optimal convergence rate a priori error estimates
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Unconditional Stability and Fourth-Order Convergence of a Two-Step Time Split Explicit/Implicit Scheme for Two-Dimensional Nonlinear Unsteady Convection-Diffusion-Reaction Equation
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作者 Eric Ngondiep Ali H.Tedjani 《Advances in Applied Mathematics and Mechanics》 2024年第6期1381-1409,共29页
This paper deals with an efficient two-step time split explicit/implicit scheme applied to a two-dimensional nonlinear unsteady convection-diffusionreaction equation.The computational cost of the new algorithm at each... This paper deals with an efficient two-step time split explicit/implicit scheme applied to a two-dimensional nonlinear unsteady convection-diffusionreaction equation.The computational cost of the new algorithm at each time level is equivalent to solving a pentadiagonalmatrix equation with strictly dominant diagonal elements.Such a bandwidth matrix can be easily inverted using the Gaussian Decomposition and the corresponding linear system should be solved by the back substitutionmethod.The proposed approach is unconditionally stable,temporal second-order accuracy and fourth-order convergence in space.These results suggest that the developed technique is faster and more efficient than a large class of numerical methods studied in the literature for the considered initial-boundary value problem.Numerical experiments are carried out to confirm the theoretical analysis and to demonstrate the performance of the constructed numerical scheme. 展开更多
关键词 2D nonlinear unsteady convection-diffusion-reaction equation explicit method implicit scheme two-step time split fourth-order explicit/implicit approach unconditional stability error estimates
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Solution of multigroup neutron diffusion equation in 3D hexagonal geometry using nodal Green's function method
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作者 Il-Mun Ho Kum-Hyok Ok Chol So 《Nuclear Science and Techniques》 2025年第9期33-42,共10页
In this paper,we propose a numerical calculation model of the multigroup neutron diffusion equation in 3D hexagonal geometry using the nodal Green's function method and verified it.We obtained one-dimensional tran... In this paper,we propose a numerical calculation model of the multigroup neutron diffusion equation in 3D hexagonal geometry using the nodal Green's function method and verified it.We obtained one-dimensional transverse integrated equations using the transverse integration procedure over 3D hexagonal geometry and denoted the solutions as a nodal Green's functions under the Neumann boundary condition.By applying a quadratic polynomial expansion of the transverse-averaged quantities,we derived the net neutron current coupling equation,equation for the expansion coefficients of the transverse-averaged neutron flux,and formulas for the coefficient matrix of these equations.We formulated the closed system of equations in correspondence with the boundary conditions.The proposed model was tested by comparing it with the benchmark for the VVER-440 reactor,and the numerical results were in good agreement with the reference solutions. 展开更多
关键词 NGFM Hexagonal geometry Multigroup neutron diffusion equation
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MODIFIED LANDWEBER ITERATIVE METHOD FOR A BACKWARD PROBLEM IN TIME OF THE DIFFUSION EQUATION WITH LOCAL AND NONLOCAL OPERATORS
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作者 Hongwu ZHANG Yanhui LI 《Acta Mathematica Scientia》 2025年第3期1205-1222,共18页
In this article, we consider a backward problem in time of the diffusion equation with local and nonlocal operators. This inverse problem is ill-posed because the solution does not depend continuously on the measured ... In this article, we consider a backward problem in time of the diffusion equation with local and nonlocal operators. This inverse problem is ill-posed because the solution does not depend continuously on the measured data. Inspired by the classical Landweber iterative method and Fourier truncation technique, we develops a modified Landweber iterative regularization method to restore the continuous dependence of solution on the measurement data. Under the a-priori and a-posteriori choice rules for the regularized parameter, the convergence estimates for the regularization method are derived. Some results of numerical simulation are provided to verify the stability and feasibility of our method in dealing with the considered problem. 展开更多
关键词 backward problem in time diffusion equation with local and nonlocal operators modified Landweber regularization convergence estimate numerical simulation
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Domain-based noise removal method using fourth-order partial differential equation
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作者 曾维理 谭湘花 路小波 《Journal of Southeast University(English Edition)》 EI CAS 2011年第2期154-158,共5页
Due to the fact that the fourth-order partial differential equation (PDE) for noise removal can provide a good trade-off between noise removal and edge preservation and avoid blocky effects often caused by the secon... Due to the fact that the fourth-order partial differential equation (PDE) for noise removal can provide a good trade-off between noise removal and edge preservation and avoid blocky effects often caused by the second-order PDE, a domain-based fourth-order PDE method for noise removal is proposed. First, the proposed method segments the image domain into two domains, a speckle domain and a non-speckle domain, based on the statistical properties of isolated speckles in the Laplacian domain. Then, depending on the domain type, different conductance coefficients in the proposed fourth-order PDE are adopted. Moreover, the frequency approach is used to determine the optimum iteration stopping time. Compared with the existing fourth-order PDEs, the proposed fourth-order PDE can remove isolated speckles and keeps the edges from being blurred. Experimental results show the effectiveness of the proposed method. 展开更多
关键词 fourth-order partial differential equation conductance coefficient speckle domain image denoising
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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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Application research of a hybrid data-and knowledge-driven artificial intelligence scientific computing model in neutron diffusion calculation for nuclear reactors
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作者 Fu-Lin Zeng Xiao-Long Zhang +1 位作者 Peng-Cheng Zhao Zi-Jing Liu 《Nuclear Science and Techniques》 2026年第2期223-244,共22页
Amidst the growing global emphasis on nuclear safety,the integrity of nuclear reactor systems has garnered attention in the aftermath of consequential events.Moreover,the rapid development of artificial intelligence t... Amidst the growing global emphasis on nuclear safety,the integrity of nuclear reactor systems has garnered attention in the aftermath of consequential events.Moreover,the rapid development of artificial intelligence technology has provided immense opportunities to enhance the safety and economy of nuclear energy.However,data-driven deep learning techniques often lack interpretability,which hinders their applicability in the nuclear energy sector.To address this problem,this study proposes a hybrid data-driven and knowledge-driven artificial intelligence model based on physics-informed neural networks to accurately compute the neutron flux distribution inside a nuclear reactor core.Innovative techniques,such as regional decomposition,intelligent k_(eff)(effective multiplication factor)search,and k_(eff)inversion,have been introduced for the calculation.Furthermore,hyperparameters of the model are automatically optimized using a whale optimization algorithm.A series of computational examples are used to validate the proposed model,demonstrating its applicability,generality,and high accuracy in calculating the neutron flux within the nuclear reactor.The model offers a dependable strategy for computing the neutron flux distribution in nuclear reactors for advanced simulation techniques in the future,including reactor digital twinning.This approach is data-light,requires little to no training data,and still delivers remarkably precise output data. 展开更多
关键词 Neutron diffusion equation Physics informed neural network Effective multiplication factor Whale optimization algorithm
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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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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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STREAMLINE DIFFUSION F.E.M. FOR SOBOLEV EQUATIONS WITH CONVECTION DOMINATED TERM 被引量:5
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作者 Sun Tongjun Now address:Department of Mathematics and Physics, South Campus of Shandong University, Jinan 250061.Dept. of Math., South Campus of Shandong Univ.,Jinan 250061. 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2001年第1期63-71,共9页
In this paper,a streamline diffusion F.E.M. for linear Sobolev equations with convection dominated term is given.According to the range of space time F.E mesh parameter h ,two choices for artifical diffusion par... In this paper,a streamline diffusion F.E.M. for linear Sobolev equations with convection dominated term is given.According to the range of space time F.E mesh parameter h ,two choices for artifical diffusion parameter δ are presented,and for the corresponding computation schemes the stability and error estimates in suitable norms are estabilished. 展开更多
关键词 STREAMLINE diffusion sobolev equations CONVECTION dominated term.
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Exact Solutions of a Generalized Multi-Fractional Nonlinear Diffusion Equation in Radical Symmetry 被引量:9
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作者 LIU Yan-Qin MA Jun-Hai 《Communications in Theoretical Physics》 SCIE CAS CSCD 2009年第11期857-861,共5页
This paper is devoted to investigating exact solutions of a generalized fractional nonlinear anomalousdiffusion equation in radical symmetry.The presence of external force and absorption is also considered.We firstinv... This paper is devoted to investigating exact solutions of a generalized fractional nonlinear anomalousdiffusion equation in radical symmetry.The presence of external force and absorption is also considered.We firstinvestigate the nonlinear anomalous diffusion equations with one-fractional derivative and then multi-fractional ones.Inboth situations,we obtain the corresponding exact solutions,and the solutions found here can have a compact behavioror a long tailed behavior. 展开更多
关键词 fractional derivative multi-fractional diffusion equation anomalous diffusion equation
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Conditional Symmetry Groups of Nonlinear Diffusion Equations with x-Dependent Convection and Absorption 被引量:13
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作者 QUChang-Zheng ZHANGShun-Li 《Communications in Theoretical Physics》 SCIE CAS CSCD 2004年第2期231-234,共4页
The generalized conditional symmetry and sign-invariant approaches are developed to study the nonlinear diffusion equations with x-dependent convection and source terms. We obtain conditions under which the equations ... The generalized conditional symmetry and sign-invariant approaches are developed to study the nonlinear diffusion equations with x-dependent convection and source terms. We obtain conditions under which the equations admit the second-order generalized conditional symmetries and the first-order sign-invariants on the solutions. Several types of different generalized conditional symmetries and first-order sign-invariants for the equations with diffusion of power law are obtained. Exact solutions to the resulting equations are constructed. 展开更多
关键词 symmetry group sign-invariant nonlinear diffusion equation exact solution
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THE LARGE TIME BEHAVIOR OF SPECTRAL APPROXIMATION FOR A CLASS OF PSEUDOPARABOLIC VISCOUS DIFFUSION EQUATION 被引量:4
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作者 尚亚东 《Acta Mathematica Scientia》 SCIE CSCD 2007年第1期153-168,共16页
The asymptotic behavior of the solutions to a class of pseudoparabolic viscous diffusion equation with periodic initial condition is studied by using the spectral method. The semidiscrete Fourier approximate solution ... The asymptotic behavior of the solutions to a class of pseudoparabolic viscous diffusion equation with periodic initial condition is studied by using the spectral method. The semidiscrete Fourier approximate solution of the problem is constructed and the error estimation between spectral approximate solution and exact solution on large time is also obtained. The existence of the approximate attractor AN and the upper semicontinuity d(AN,A) → 0 are proved. 展开更多
关键词 Pseudoparabolic diffusion equation VISCOSITY spectral methods long time behavior large time error estimates
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A meshless method based on moving Kriging interpolation for a two-dimensional time-fractional diffusion equation 被引量:4
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作者 葛红霞 程荣军 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第4期91-97,共7页
Fractional diffusion equations have been the focus of modeling problems in hydrology, biology, viscoelasticity, physics, engineering, and other areas of applications. In this paper, a meshfree method based on the movi... Fractional diffusion equations have been the focus of modeling problems in hydrology, biology, viscoelasticity, physics, engineering, and other areas of applications. In this paper, a meshfree method based on the moving Kriging inter- polation is developed for a two-dimensional time-fractional diffusion equation. The shape function and its derivatives are obtained by the moving Kriging interpolation technique. For possessing the Kronecker delta property, this technique is very efficient in imposing the essential boundary conditions. The governing time-fractional diffusion equations are transformed into a standard weak formulation by the Galerkin method. It is then discretized into a meshfree system of time-dependent equations, which are solved by the standard central difference method. Numerical examples illustrating the applicability and effectiveness of the proposed method are presented and discussed in detail. 展开更多
关键词 meshless method moving Kriging interpolation time-fractional diffusion equation
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SINGULAR SOLUTIONS FOR A CONVECTION DIFFUSION EQUATION WITH ABSORPTION 被引量:2
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作者 赵俊宁 《Acta Mathematica Scientia》 SCIE CSCD 1995年第4期431-441,共11页
In this paper we discuss the existence and nonexistence of singular solutions for a porous medium equations with convection and absorption terms.
关键词 convection diffusion equation singular solution existence and nonexistence
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Generalized Solution of A Class of Singularly Perturbed Robin Problems for Nonlinear Reaction Diffusion Equation 被引量:2
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作者 WU Qinkuan WANG Weigang +2 位作者 CHEN Xianfeng XU Yonghong MO Jiaqi 《Wuhan University Journal of Natural Sciences》 CAS 2014年第2期149-152,共4页
A class of singularly perturbed Robin problems for reaction diffusion equation is considered. Under suitable conditions the asymptotic behavior of the generalized solution for the problems are studied.
关键词 reaction diffusion equation singular perturbation generalized solution
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