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SIR Model for Households 家庭 SIR 模型
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-11 DOI: 10.1137/23m1556861
Philipp Dönges, Thomas Götz, Nataliia Kruchinina, Tyll Krüger, Karol Niedzielewski, Viola Priesemann, Moritz Schäfer
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1460-1481, August 2024.
Abstract. Households play an important role in disease dynamics. Many infections happen there due to the close contact, while mitigation measures mainly target the transmission between households. Therefore, one can see households as boosting the transmission depending on household size. To study the effect of household size and size distribution, we differentiated within and between household reproduction rates. There are basically no preventive measures, and thus the close contacts can boost the spread. We explicitly incorporated that typically only a fraction of all household members are infected. Thus, viewing the infection of a household of a given size as a splitting process generating a new small fully infected subhousehold and a remaining still susceptible subhousehold, we derive a compartmental ODE model for the dynamics of the subhouseholds. In this setting, the basic reproduction number as well as prevalence and the peak of an infection wave in a population with given household size distribution can be computed analytically. We compare numerical simulation results of this novel household ODE model with results from an agent-based model using data for realistic household size distributions of different countries. We find good agreement of both models showing the catalytic effect of large households on the overall disease dynamics.
SIAM 应用数学杂志》第 84 卷第 4 期第 1460-1481 页,2024 年 8 月。 摘要家庭在疾病动力学中扮演着重要角色。由于密切接触,许多传染病都发生在住户中,而缓解措施主要针对住户之间的传播。因此,我们可以认为家庭的规模会促进疾病的传播。为了研究家庭规模和规模分布的影响,我们区分了家庭内部和家庭之间的繁殖率。基本上没有预防措施,因此密切接触会促进传播。我们明确指出,通常只有一小部分家庭成员会受到感染。因此,我们将给定规模的家庭感染视为一个分裂过程,产生一个新的完全感染的小分户和一个剩余的仍然易感的分户。在这种情况下,可以通过分析计算给定家庭规模分布的人口中的基本繁殖数、流行率和感染波峰值。我们将这种新型家庭 ODE 模型的数值模拟结果与使用不同国家现实家庭规模分布数据的基于代理的模型结果进行了比较。我们发现这两个模型的结果非常吻合,显示了大户对整个疾病动态的催化作用。
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引用次数: 0
Viscous Regularization of the MHD Equations 多流体力学方程的粘性正则化
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-09 DOI: 10.1137/23m1564274
Tuan Anh Dao, Lukas Lundgren, Murtazo Nazarov
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1439-1459, August 2024.
Abstract. Nonlinear conservation laws such as the system of ideal magnetohydrodynamics (MHD) equations may develop singularities over time. In these situations, viscous regularization is a common approach to regain regularity of the solution. In this paper, we present a new viscous flux to regularize the MHD equations that holds many attractive properties. In particular, we prove that the proposed viscous flux preserves positivity of density and internal energy, satisfies the minimum entropy principle, is consistent with all generalized entropies, and is Galilean and rotationally invariant. We also provide a variation of the viscous flux that conserves angular momentum. To make the analysis more useful for numerical schemes, the divergence of the magnetic field is not assumed to be zero. Using continuous finite elements, we show several numerical experiments, including contact waves and magnetic reconnection.
SIAM 应用数学杂志》,第 84 卷第 4 期,第 1439-1459 页,2024 年 8 月。 摘要。理想磁流体力学(MHD)方程系统等非线性守恒定律可能会随着时间的推移而出现奇点。在这种情况下,粘性正则化是恢复解的正则性的常用方法。在本文中,我们提出了一种新的粘性通量来正则化 MHD 方程,它具有许多吸引人的特性。特别是,我们证明了所提出的粘性通量保留了密度和内能的正性,满足最小熵原理,与所有广义熵一致,并且具有伽利略不变性和旋转不变性。我们还提供了一种保持角动量的粘性通量变化。为了使分析对数值方案更有用,我们没有假定磁场的发散为零。利用连续有限元,我们展示了几个数值实验,包括接触波和磁重联。
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引用次数: 0
An Asymptotic Analysis of Space Charge Layers in a Mathematical Model of a Solid Electrolyte 固体电解质数学模型中空间电荷层的渐近分析
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-04 DOI: 10.1137/23m1580954
Laura M. Keane, Iain R. Moyles
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1413-1438, August 2024.
Abstract. We review a model for a solid electrolyte derived under thermodynamics principles. We nondimensionalize and scale the model to identify small parameters where we identify a scaling that controls the width of the space charge layer in the electrolyte. We present asymptotic analyses and numerical solutions for the one-dimensional zero charge flux equilibrium problem. We introduce an auxiliary variable to remove singularities from the domain in order to facilitate robust numerical simulations. From the asymptotics, we identify three distinct regions: bulk, boundary, and intermediate layers. The boundary and intermediate layers form the space charge layer of the solid electrolyte, which we can further distinguish as strong and weak space charge layers, respectively. The weak space charge layer is characterized by a length, [math], which is equivalent to the Debye length of a standard liquid electrolyte. The strong space charge layer is characterized by a scaled Debye length, which is larger than [math]. We find that both layers exhibit distinct behavior; we see quadratic behavior in the strong space charge layer and exponential behavior in the weak space charge layer. We find that matching between these two asymptotic regimes is not standard, and we implement a pseudomatching approach to facilitate the transition between the quadratic and exponential behaviors. We demonstrate excellent agreement between asymptotics and simulation.
SIAM 应用数学杂志》第 84 卷第 4 期第 1413-1438 页,2024 年 8 月。 摘要。我们回顾了根据热力学原理推导出的固体电解质模型。我们对模型进行了非尺寸化和比例化处理,以确定一些小参数,并在其中确定了一个控制电解质中空间电荷层宽度的比例。我们对一维零电荷通量平衡问题进行了渐近分析和数值求解。我们引入了一个辅助变量来消除域中的奇异点,以便于进行稳健的数值模拟。根据渐近线,我们确定了三个不同的区域:主体层、边界层和中间层。边界层和中间层构成了固体电解质的空间电荷层,我们可以进一步将其分别区分为强空间电荷层和弱空间电荷层。弱空间电荷层的长度为 [math],相当于标准液态电解质的德拜长度。强空间电荷层的特征是按比例计算的德拜长度,大于 [math]。我们发现这两个层都表现出不同的行为;我们在强空间电荷层看到二次方行为,在弱空间电荷层看到指数行为。我们发现这两种渐近状态之间的匹配并不标准,因此我们采用了一种伪匹配方法来促进二次行为和指数行为之间的过渡。我们证明了渐近和模拟之间的极佳一致性。
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引用次数: 0
Diffraction and Interaction of Interfacial Solitons in a Two-Layer Fluid of Great Depth 大深度双层流体中界面孤子的衍射与相互作用
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-03 DOI: 10.1137/23m1572349
Lei Hu, Xu-Dan Luo, Zhan Wang
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1385-1412, August 2024.
Abstract. This paper aims to present a novel isotropic bidirectional model for studying weakly dispersive and weakly nonlinear atmospheric internal waves in a three-dimensional system consisting of two superimposed, incompressible, and inviscid fluids. The newly developed equation is the Benjamin–Benney–Luke (BBL) equation, a generalization of the famous two-dimensional Benjamin–Ono (2DBO) equation and the Benney–Luke equation, derived using the nonlocal Ablowitz–Fokas–Musslimani formulation of water waves. The evolution results of the BBL and 2DBO equations, performed by implementing the classic fourth-order Runge–Kutta method, the pseudospectral scheme with the integrating factor method, and the windowing scheme, show that the anisotropic 2DBO equation agrees well with the isotropic BBL model for problems being investigated, namely the focus is the central part of the soliton evolution/interaction zone. By applying the Whitham modulation theory, modulation equations for the 2DBO equation are obtained in this paper for analyzing the soliton dynamics in five different initial-value problems (truncated line soliton, line soliton, bent-stem soliton, bent soliton, and reverse bent soliton). In addition, corresponding numerical results are obtained and shown to agree well with the theoretical predictions. Both theoretical and numerical results reveal the formation conditions of the Mach expansion, as well as the specific relationship between the amplitude of the Mach stem and the initial data.
SIAM 应用数学杂志》,第 84 卷第 4 期,第 1385-1412 页,2024 年 8 月。 摘要本文旨在提出一个新颖的各向同性双向模型,用于研究由两个叠加的不可压缩不粘性流体组成的三维系统中的弱色散和弱非线性大气内波。新开发的方程是本杰明-本尼-卢克(BBL)方程,它是著名的二维本杰明-奥诺(2DBO)方程和本尼-卢克方程的一般化,利用水波的非局部阿布罗维茨-福卡斯-穆斯利马尼公式推导而来。通过采用经典的四阶 Runge-Kutta 方法、带积分因子方法的伪谱方案和窗口方案,BBL 和 2DBO 方程的演化结果表明,各向异性的 2DBO 方程与各向同性的 BBL 模型在所研究的问题上非常吻合,即焦点是孤子演化/相互作用区的中心部分。通过应用惠瑟姆调制理论,本文得到了二维BO方程的调制方程,用于分析五种不同初值问题(截断线孤子、线孤子、弯曲干孤子、弯曲孤子和反向弯曲孤子)中的孤子动力学。此外,还获得了相应的数值结果,结果表明与理论预测十分吻合。理论和数值结果都揭示了马赫膨胀的形成条件,以及马赫干振幅与初始数据之间的具体关系。
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引用次数: 0
Spatiotemporal Dynamic Analysis of Delayed Diffusive Pine Wilt Disease Model with Nonlocal Effect 具有非局部效应的延迟扩散松树枯萎病模型的时空动态分析
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1137/23m1575305
Yanchuang Hou, Yuting Ding
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1312-1336, August 2024.
Abstract. Pine wilt disease is one of the most serious forest diseases and pests in China, which seriously influences the realization of the goal of “carbon peak and carbon neutrality.” In our article, we divide longhorns into susceptible ones and infected ones since pine wilt disease is spread by longhorns. Considering the saturation incidence of pine wilt disease, we establish a delayed reaction-diffusion model with nonlocal effect for susceptible and infected longhorns. First, we consider the well-posedness of solutions and the type of equilibria for the nonspatial system. Next, we discuss the dynamics of the spatial system with nonlocal effect. According to the multiple time scales method, we derive the normal form of Hopf bifurcation for a system associated with nonlocal effect, and the stability and direction of bifurcating periodic solutions are analyzed. Finally, using real data for China to perform data analysis, we select suitable values of parameters. Numerical simulations are presented to illustrate the ecological significance. Combined with the current situation, we provide some theoretical support for the prevention and control of pine wilt disease in China. Especially, we find that the nonlocal term can induce spatially stable inhomogeneous bifurcating periodic solutions.
SIAM 应用数学杂志》,第 84 卷第 4 期,第 1312-1336 页,2024 年 8 月。 摘要松材线虫病是我国最严重的森林病虫害之一,严重影响 "碳峰值、碳中和 "目标的实现。由于松材线虫病是通过长角牛传播的,因此本文将长角牛分为易感长角牛和感病长角牛。考虑到松树枯萎病的饱和发病率,我们为易感和感染的长角牛建立了一个具有非局部效应的延迟反应-扩散模型。首先,我们考虑了非空间系统求解的合理性和均衡的类型。接下来,我们讨论具有非局部效应的空间系统的动力学。根据多时间尺度方法,我们推导了与非局部效应相关系统的霍普夫分岔的正态形式,并分析了分岔周期解的稳定性和方向。最后,利用中国的真实数据进行数据分析,选择合适的参数值。并通过数值模拟说明其生态意义。结合现状,我们为中国松材线虫病的防治提供了一定的理论支持。特别是,我们发现非局部项可以诱导空间稳定的非均质分叉周期解。
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引用次数: 0
Inverse Resonance Problem for Love Seismic Surface Waves 爱地震表面波的反共振问题
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1137/23m155877x
Samuele Sottile
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1288-1311, August 2024.
Abstract. In this paper, we solve an inverse resonance problem for the half-solid with vanishing stresses on the surface: Lamb’s problem. Using a semiclassical approach, we are able to simplify this three-dimensional problem of the elastic wave equation for the half-solid as a Schrödinger equation with Robin boundary conditions on the half-line. We obtain asymptotic values on the number and the location of the resonances with respect to the wave number. Moreover, we prove that the mapping from real compactly supported potentials to the Jost functions in a suitable class of entire functions is one-to-one and onto and we produce an algorithm in order to retrieve the shear modulus from the eigenvalues and resonances.
SIAM 应用数学杂志》,第 84 卷第 4 期,第 1288-1311 页,2024 年 8 月。 摘要本文求解了表面应力消失的半固体的反共振问题:兰姆问题。利用半经典方法,我们能够将这个半固体弹性波方程的三维问题简化为半线上具有罗宾边界条件的薛定谔方程。我们得到了共振的数量和位置与波数的渐近值。此外,我们还证明了在合适的全函数类别中,从实的紧凑支撑势到约斯特函数的映射是一一对应的,并产生了一种算法,以便从特征值和共振中检索剪切模量。
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引用次数: 0
Connecting GANs, Mean-Field Games, and Optimal Transport 连接 GAN、均场博弈和最优传输
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1137/22m1499534
Haoyang Cao, Xin Guo, Mathieu Laurière
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1255-1287, August 2024.
Abstract. Generative adversarial networks (GANs) have enjoyed tremendous success in image generation and processing and have recently attracted growing interest in financial modeling. This paper analyzes GANs from the perspectives of mean-field games (MFGs) and optimal transport: GANs are interpreted as MFGs under the Pareto optimality criterion or mean-field controls; meanwhile, GANs are to minimize the optimal transport cost indexed by the generator from the known latent distribution to the unknown true distribution of data. In particular, we provide a universal approximation result, which shows that there exists an appropriate neural network architecture for GANs training to capture the mean-field solution. The derivation of this universal approximation result leads to an explicit construction of the deep neural network for the transport mapping. The MFGs perspective of GANs leads to a GAN-based computational method (MFGANs) to solve MFGs: one neural network for the backward Hamilton–Jacobi–Bellman equation and one neural network for the forward Fokker–Planck equation, with the two neural networks trained in an adversarial way. Numerical experiments demonstrate superior performance of this proposed algorithm, especially in higher dimensional cases, when compared with existing neural network approaches.
SIAM 应用数学杂志》,第 84 卷第 4 期,第 1255-1287 页,2024 年 8 月。 摘要生成对抗网络(GANs)在图像生成和处理方面取得了巨大成功,最近在金融建模方面也引起了越来越多的兴趣。本文从均值场博弈(MFGs)和最优传输的角度分析了生成式对抗网络:GANs 被解释为帕累托最优准则或均值场控制下的 MFGs;同时,GANs 要最小化由生成器索引的从已知潜在分布到未知真实数据分布的最优传输成本。我们特别提供了一个通用近似结果,表明存在一个合适的神经网络架构用于 GANs 训练,以捕捉均值场解决方案。通过推导这一普遍近似结果,我们可以明确构建用于传输映射的深度神经网络。从 GANs 的 MFGs 视角出发,提出了一种基于 GANs 的计算方法(MFGANs)来求解 MFGs:一个神经网络求解后向汉密尔顿-雅各比-贝尔曼方程,一个神经网络求解前向福克-普朗克方程,两个神经网络以对抗方式进行训练。数值实验证明,与现有的神经网络方法相比,所提出的算法性能优越,尤其是在高维情况下。
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引用次数: 0
Identifying Active Anomalies in a Multilayered Medium by Passive Measurement in EIT 通过电子信息技术中的被动测量识别多层介质中的主动异常
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1137/23m1599458
Youjun Deng, Hongyu Liu, Yajuan Wang
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1362-1384, August 2024.
Abstract. We propose to study an inverse problem of determining multiple anomalies embedded in a multilayered background medium by the associated electric measurement which arises in Electrical Impedance Tomography (EIT). There are several salient features of our study. First, the anomaly considered in our study is extremely general which is characterized by its location, support, varying size, conductivity parameter, as well as a carry-on source intensity. Second, we make use of the measurement of the electric field generated by the active anomalies. This corresponds to a single passive measurement. Third, the background medium is of a multilayered and piecewise-constant structure and can be used to model a more general scenario from practical applications; say, e.g., the human body. Under the condition that the anomalies are small, but still in multiple scales considering their varying sizes, we derive a sharp formula of the electric field in terms of the polarization tensors, which enables us to establish comprehensive unique identifiability results in determining the characteristic parameters of the active anomalies in different situations.
SIAM 应用数学杂志》,第 84 卷第 4 期,第 1362-1384 页,2024 年 8 月。 摘要我们建议研究一个反问题,即通过电阻抗断层扫描(EIT)中出现的相关电测量来确定嵌入多层背景介质中的多个异常点。我们的研究有几个显著特点。首先,我们研究中考虑的异常点非常普遍,其特征包括位置、支撑、不同大小、电导率参数以及随身携带的源强度。其次,我们利用主动异常点产生的电场进行测量。这相当于一次被动测量。第三,背景介质具有多层和片状恒定结构,可用于模拟实际应用中更普遍的情况,例如人体。在异常点较小,但考虑到其大小不一,仍有多个尺度的异常点的条件下,我们推导出了极化张量方面的电场尖锐公式,这使我们在确定不同情况下主动异常点的特征参数时,能够建立全面独特的可识别性结果。
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引用次数: 0
Whitham Modulation Theory and Two-Phase Instabilities for Generalized Nonlinear Schrödinger Equations with Full Dispersion 全分散广义非线性薛定谔方程的惠瑟姆调制理论和两相不稳定性
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1137/23m1603078
Patrick Sprenger, Mark A. Hoefer, Boaz Ilan
SIAM Journal on Applied Mathematics, Volume 84, Issue 4, Page 1337-1361, August 2024.
Abstract. The generalized nonlinear Schrödinger equation with full dispersion (FDNLS) is considered in the semiclassical regime. The Whitham modulation equations are obtained for the FDNLS equation with general linear dispersion and a generalized, local nonlinearity. Assuming the existence of a four-parameter family of two-phase solutions, a multiple-scales approach yields a system of four independent, first-order, quasi-linear conservation laws of hydrodynamic type that correspond to the slow evolution of the two wavenumbers, mass, and momentum of modulated periodic traveling waves. The modulation equations are further analyzed in the dispersionless and weakly nonlinear regimes. The ill-posedness of the dispersionless equations corresponds to the classical criterion for modulational instability (MI). For modulations of linear waves, ill-posedness coincides with the generalized MI criterion, recently identified by Amiranashvili and Tobisch [New J. Phys., 21 (2019), 033029]. A new instability index is identified by the transition from real to complex characteristics for the weakly nonlinear modulation equations. This instability is associated with long wavelength modulations of nonlinear two-phase wavetrains and can exist even when the corresponding one-phase wavetrain is stable according to the generalized MI criterion. Another interpretation is that while infinitesimal perturbations of a periodic wave may not grow, small but finite amplitude perturbations may grow, hence this index identifies a nonlinear instability mechanism for one-phase waves. Classifications of instability indices for multiple FDNLS equations with higher-order dispersion, including applications to finite-depth water waves and the discrete NLS equation, are presented and compared with direct numerical simulations.
SIAM 应用数学杂志》,第 84 卷第 4 期,第 1337-1361 页,2024 年 8 月。 摘要。在半经典体系中考虑了具有全色散的广义非线性薛定谔方程(FDNLS)。为具有一般线性色散和广义局部非线性的 FDNLS 方程求出了惠瑟姆调制方程。假设存在一个四参数的两相解系,通过多尺度方法可以得到四个独立的一阶准线性流体力学守恒定律系统,它们对应于调制周期性行波的两个波长、质量和动量的缓慢演化。我们进一步分析了无色散和弱非线性状态下的调制方程。无色散方程的非确定性对应于经典的调制不稳定性(MI)标准。对于线性波的调制,其失稳性与 Amiranashvili 和 Tobisch 最近确定的广义 MI 准则相吻合[New J. Phys., 21 (2019), 033029]。弱非线性调制方程从实数特征到复数特征的转变确定了一个新的不稳定指数。这种不稳定性与非线性两相波轨的长波长调制有关,即使根据广义 MI 准则,相应的单相波轨是稳定的,这种不稳定性也可能存在。另一种解释是,周期波的无穷小扰动可能不会增长,但振幅有限的小扰动可能会增长,因此该指数确定了单相波的非线性不稳定机制。本文介绍了具有高阶分散性的多重 FDNLS 方程的不稳定指数分类,包括对有限深度水波和离散 NLS 方程的应用,并与直接数值模拟进行了比较。
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引用次数: 0
A Stabilizing Effect of Advection on Planar Interfaces in Singularly Perturbed Reaction-Diffusion Equations 奇异扰动反应-扩散方程中平面界面上的平流稳定效应
IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-06-10 DOI: 10.1137/23m1610872
Paul Carter
SIAM Journal on Applied Mathematics, Volume 84, Issue 3, Page 1227-1253, June 2024.
Abstract. We consider planar traveling fronts between stable steady states in two-component singularly perturbed reaction-diffusion-advection equations, where a small quantity [math] represents the ratio of diffusion coefficients. The fronts under consideration are large amplitude and contain a sharp interface, induced by traversing a fast heteroclinic orbit in a suitable slow-fast framework. We explore the effect of advection on the spectral stability of the fronts to long wavelength perturbations in two spatial dimensions. We find that for suitably large advection coefficient [math], the fronts are stable to such perturbations, while they can be unstable for smaller values of [math]. In this case, a critical asymptotic scaling [math] is obtained at which the onset of instability occurs. The results are applied to a family of traveling fronts in a dryland ecosystem model.
SIAM 应用数学杂志》第 84 卷第 3 期第 1227-1253 页,2024 年 6 月。 摘要。我们考虑双分量奇异扰动反应-扩散-平流方程中稳定稳态之间的平面行进前沿,其中一个小量[math]代表扩散系数之比。我们所考虑的前沿是大振幅的,包含一个尖锐的界面,是在一个合适的慢-快框架中穿越快速异质轨道时诱发的。我们在两个空间维度上探讨了平流对长波扰动前沿频谱稳定性的影响。我们发现,对于适当大的平流系数[math],前沿对这种扰动是稳定的,而对于较小的[math]值,它们可能是不稳定的。在这种情况下,可以得到一个临界渐近比例[math],在这个比例上会出现不稳定。这些结果被应用于一个旱地生态系统模型中的行进锋系列。
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引用次数: 0
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SIAM Journal on Applied Mathematics
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