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A Computational Approach to Polynomial Conservation Laws 多项式守恒定律的计算方法
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-03-12 DOI: 10.1137/22m1544014
Aurélien Desoeuvres, Alexandru Iosif, Christoph Lüders, Ovidiu Radulescu, Hamid Rahkooy, Matthias Seiß, Thomas Sturm
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 813-854, March 2024.
Abstract.For polynomial ODE models, we introduce and discuss the concepts of exact and approximate conservation laws, which are the first integrals of the full and truncated sets of ODEs. For fast-slow systems, truncated ODEs describe the fast dynamics. We define compatibility classes as subsets of the state space, obtained by equating the conservation laws to constants. A set of conservation laws is complete when the corresponding compatibility classes contain a finite number of steady states. Complete sets of conservation laws can be used for model order reduction and for studying the multistationarity of the model. We provide algorithmic methods for computing linear, monomial, and polynomial conservation laws of polynomial ODE models and for testing their completeness. The resulting conservation laws and their completeness are either independent or dependent on the parameters. In the latter case, we provide parametric case distinctions. In particular, we propose a new method to compute polynomial conservation laws by comprehensive Gröbner systems and syzygies.
SIAM 应用动力系统期刊》第 23 卷第 1 期第 813-854 页,2024 年 3 月。 摘要.对于多项式 ODE 模型,我们介绍并讨论了精确守恒律和近似守恒律的概念,它们是完整和截断 ODE 集合的第一次积分。对于快慢系统,截断 ODE 描述快速动力学。我们将兼容性类定义为状态空间的子集,通过将守恒定律等同于常数而获得。当相应的兼容性类包含有限数量的稳定状态时,一组守恒定律就是完整的。完整的守恒律集可用于模型阶次缩减和研究模型的多稳态性。我们提供了计算多项式 ODE 模型的线性、单项式和多项式守恒律以及检验其完备性的算法方法。计算出的守恒定律及其完备性要么独立于参数,要么取决于参数。在后一种情况下,我们对参数情况进行了区分。特别是,我们提出了一种通过综合格氏系统和协同作用计算多项式守恒定律的新方法。
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引用次数: 0
Preserving Bifurcations through Moment Closures 通过时刻闭合保护分岔
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-03-12 DOI: 10.1137/23m158440x
Christian Kuehn, Jan Mölter
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 791-812, March 2024.
Abstract.Moment systems arise in a wide range of contexts and applications, e.g., in network modeling of complex systems. Since moment systems consist of a high or even infinite number of coupled equations, an indispensable step in obtaining a low-dimensional representation that is amenable to further analysis is, in many cases, to select a moment closure. A moment closure consists of a set of approximations that express certain higher-order moments in terms of lower-order ones, so that applying those leads to a closed system of equations for only the lower-order moments. Closures are frequently found drawing on intuition and heuristics to come up with quantitatively good approximations. In contrast to that, we propose an alternative approach where we instead focus on closures giving rise to certain qualitative features, such as bifurcations. Importantly, this fundamental change of perspective provides one with the possibility of classifying moment closures rigorously in regard to these features. This makes the design and selection of closures more algorithmic, precise, and reliable. In this work, we carefully study the moment systems that arise in the mean-field descriptions of two widely known network dynamical systems, the SIS epidemic and the adaptive voter model. We derive conditions that any moment closure has to satisfy so that the corresponding closed systems exhibit the transcritical bifurcation that one expects in these systems coming from the stochastic particle model.
SIAM 应用动力系统期刊》第 23 卷第 1 期第 791-812 页,2024 年 3 月。 摘要.力矩系统出现在广泛的背景和应用中,例如复杂系统的网络建模。由于矩系统由大量甚至无限多的耦合方程组成,因此在很多情况下,要获得一个便于进一步分析的低维表示,必不可少的一步就是选择一个矩闭包。力矩闭包由一组近似值组成,这些近似值用低阶力矩来表示某些高阶力矩,因此应用这些近似值可以得到一个仅适用于低阶力矩的闭包方程组。闭包通常是通过直觉和启发式方法得出定量的良好近似值。与此相反,我们提出了另一种方法,即把重点放在产生某些定性特征(如分岔)的闭合上。重要的是,这种视角的根本性改变为我们提供了根据这些特征对矩闭合进行严格分类的可能性。这使得闭包的设计和选择更具算法性、精确性和可靠性。在这项工作中,我们仔细研究了在两个广为人知的网络动力系统--SIS 流行病和自适应选民模型--的均场描述中出现的矩系统。我们推导出了任何时刻闭合都必须满足的条件,从而使相应的闭合系统表现出人们所期望的来自随机粒子模型的跨临界分岔。
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引用次数: 0
Guarantees for Spontaneous Synchronization on Random Geometric Graphs 随机几何图上的自发同步保证
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-03-07 DOI: 10.1137/23m1559270
Pedro Abdalla, Afonso S. Bandeira, Clara Invernizzi
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 779-790, March 2024.
Abstract. The Kuramoto model is a classical mathematical model in the field of nonlinear dynamical systems that describes the evolution of coupled oscillators in a network that may reach a synchronous state. The relationship between the network’s topology and whether the oscillators synchronize is a central question in the field of synchronization, and random graphs are often employed as a proxy for complex networks. On the other hand, the random graphs on which the Kuramoto model is rigorously analyzed in the literature are homogeneous models and fail to capture the underlying geometric structure that appears in several examples. In this work, we leverage tools from random matrix theory, random graphs, and mathematical statistics to prove that the Kuramoto model on a random geometric graph on the sphere synchronizes with probability tending to one as the number of nodes tends to infinity. To the best of our knowledge, this is the first rigorous result for the Kuramoto model on random geometric graphs.
SIAM 应用动力系统期刊》第 23 卷第 1 期第 779-790 页,2024 年 3 月。 摘要仓本模型是非线性动力系统领域的一个经典数学模型,它描述了网络中耦合振荡器可能达到同步状态的演化过程。网络拓扑结构与振荡器是否同步之间的关系是同步领域的核心问题,随机图经常被用作复杂网络的代表。另一方面,文献中对仓本模型进行严格分析的随机图都是同质模型,无法捕捉到若干实例中出现的潜在几何结构。在这项研究中,我们利用随机矩阵理论、随机图和数理统计的工具,证明了球面随机几何图上的仓本模型在节点数趋于无穷大时,同步概率趋于一。据我们所知,这是第一个关于随机几何图上的仓本模型的严格结果。
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引用次数: 0
Dynamics of Controllable Matter-Wave Solitons and Soliton Molecules for a Rabi-Coupled Gross–Pitaevskii Equation with Temporally and Spatially Modulated Coefficients 具有时空调制系数的 Rabi-Coupled Gross-Pitaevskii 方程的可控物质波孤子和孤子分子动力学
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-02-28 DOI: 10.1137/23m155551x
Haotian Wang, Hujiang Yang, Xiankui Meng, Ye Tian, Wenjun Liu
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 748-778, March 2024.
Abstract. This paper studies the soliton dynamics for the Rabi-coupled Gross–Pitaevskii model in multicomponent Bose–Einstein condensates. The model has variable nonlinearities and external potentials and is used to construct a complex multisoliton in an explicit form. The variable nonlinearity and external potential cause the soliton to compress and change its velocity, respectively. A new generalized similarity transformation is proposed to eliminate the [math] Rabi-coupled terms in the [math]-component model, which can make the Hirota bilinear method be applied to obtain multisoliton solutions. The bound state of the two-soliton forms the soliton molecule under velocity resonance. Asymptotic analysis can give the asymptotic expressions of each single soliton in multisoliton solutions, which can clearly give each soliton’s width, velocity, amplitude, and energy; these parameters can control multisolitons. When the solitons’ relative velocity or the solitons’ width is large, the interferogram between solitons will be observed. Numerical simulation shows that these solitons can steadily propagate. It is easy for the soliton molecule and interference dynamics to occur because of the controlled soliton. Since the coupled Gross–Pitaevskii equation describes the mechanics of matter waves in Bose–Einstein condensates, it is proved that we can observe the stable solitons and soliton molecules in Bose–Einstein condensates. The method and results presented in this paper are also common to other similar models. When observing particle multiple distributions, quantum interferometry, and interferometers, the results presented and the model in this paper can provide a reference for these applications.
SIAM 应用动力系统期刊》,第 23 卷第 1 期,第 748-778 页,2024 年 3 月。 摘要本文研究了多组分玻色-爱因斯坦凝聚体中拉比耦合格罗斯-皮塔耶夫斯基模型的孤子动力学。该模型具有可变的非线性和外部势能,并被用于以显式形式构建复杂的多孤子。可变非线性和外部势能分别导致孤子压缩和速度变化。提出了一种新的广义相似变换,以消除[math]分量模型中的[math]拉比耦合项,从而可以应用广田双线性方法获得多孤子解。双孤立子的束缚态形成了速度共振下的孤立子分子。渐近分析可以给出多孤子解中各单孤子的渐近表达式,从而清楚地给出各孤子的宽度、速度、振幅和能量,这些参数可以控制多孤子。当孤子的相对速度或孤子宽度较大时,就会出现孤子间的干涉图。数值模拟表明,这些孤子可以稳定地传播。由于孤子的可控性,孤子分子和干涉动态很容易发生。由于耦合格罗斯-皮塔耶夫斯基方程描述了玻色-爱因斯坦凝聚态中的物质波力学,因此证明了我们可以在玻色-爱因斯坦凝聚态中观测到稳定的孤子和孤子分子。本文所介绍的方法和结果也适用于其他类似模型。在观测粒子多重分布、量子干涉测量和干涉仪时,本文提出的结果和模型可以为这些应用提供参考。
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引用次数: 0
Wave-Pinned Patterns for Cell Polarity—A Catastrophe Theory Explanation 细胞极性的波钉模式--灾难理论的解释
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-02-26 DOI: 10.1137/22m1509758
Fahad Al Saadi, Alan Champneys, Mike R. Jeffrey
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 721-747, March 2024.
Abstract.A class of four-component reaction-diffusion systems are studied in one spatial dimension, with one of four specific reaction kinetics. Models of this type seek to capture the interaction between active and inactive forms of two G-proteins, known as ROPs in plants, thought to underly cellular polarity formation. The systems conserve total concentration of each ROP, which enables reduction to simple canonical forms when one seeks conditions for homogeneous equilibria or heteroclinic connections between them. Transitions between different multiplicities of such states are classified using a novel application of catastrophe theory. For the time-dependent problem, the heteroclinic connections represent so-called wave-pinned states that separate regions of the domain with different ROP concentrations. It is shown numerically how the form of wave-pinning reached can be predicted as a function of the domain size and initial total ROP concentrations. This leads to state diagrams of different polarity forms as a function of total concentrations and system parameters.
SIAM 应用动力系统期刊》,第 23 卷第 1 期,第 721-747 页,2024 年 3 月。 摘要:本文在一个空间维度上研究了一类具有四种特定反应动力学之一的四成分反应扩散系统。这类模型试图捕捉两种 G 蛋白(在植物中称为 ROPs)的活性和非活性形式之间的相互作用,这两种 G 蛋白被认为是细胞极性形成的基础。这些系统保留了每种 ROP 的总浓度,因此当我们寻求它们之间的同质平衡或异质连接条件时,可以将其还原为简单的典型形式。利用灾难理论的新颖应用,可以对这些状态的不同倍数之间的转变进行分类。对于随时间变化的问题,异链连接代表了所谓的波钉状态,它将具有不同 ROP 浓度的域区域分隔开来。数值结果表明,所达到的波钉住状态的形式可作为畴尺寸和初始 ROP 总浓度的函数进行预测。这就得出了不同极性形式的状态图,它是总浓度和系统参数的函数。
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引用次数: 0
[math]-Reduction, Relative Equilibria, and Bifurcations for the Full Averaged Model of Two Interacting Rigid Bodies [两个相互作用刚体的全平均模型的还原、相对平衡和分岔
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-02-21 DOI: 10.1137/23m158125x
F. Crespo, D. E. Espejo, J. C. van der Meer
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 668-695, March 2024.
Abstract.We present a geometrical description of the symmetries and reduction of the full gravitational 2-body problem after complete averaging over fast angles. Our variables allow for a well-suited formulation in action-angle type coordinates associated with the averaged angles, which provide geometric insight into the problem. After introducing extra fictitious variables and through a symplectic transformation, we move to a singularity-free quaternionic triple-chart. This choice allows for a global chart to avoid the classical singularities associated with angles and renders all the invariants as homogeneous quadratic polynomials. Additionally, it permits one to quickly write the Hamiltonian of the system in terms of the invariants and the Poisson structure at each stage of the reduction process. In contrast with existing literature, the geometrical approach of this research completely describes all the dynamical aspects of the full reduced space since it involves the relative position of the rotational and orbital angular momenta and their orientation, which has yet to be considered in previous studies. Our program includes a preliminary parametric analysis of relative equilibria and a complete description of the fibers in the reconstruction of the reduced system.
SIAM 应用动力系统杂志》第 23 卷第 1 期第 668-695 页,2024 年 3 月。 摘要.我们提出了对称性的几何描述,并还原了快速角度完全平均后的完整引力二体问题。我们的变量允许在与平均角度相关的作用角类型坐标中进行合适的表述,这为问题提供了几何洞察力。在引入额外的虚构变量并通过交映变换后,我们进入了无奇点四元三次图。这种选择使全局图避免了与角度相关的经典奇点,并将所有不变式渲染为同次四元多项式。此外,它还允许我们在还原过程的每个阶段根据不变式和泊松结构快速写出系统的哈密顿。与现有文献相比,本研究的几何方法完全描述了完整还原空间的所有动力学方面,因为它涉及旋转角矩和轨道角矩的相对位置及其方向,而这在以前的研究中尚未考虑到。我们的方案包括对相对平衡的初步参数分析和对还原系统重建中纤维的完整描述。
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引用次数: 0
Spatio-temporal Dynamics in a Reaction-Diffusion Equation with Nonlocal Spatial Memory 具有非局部空间记忆的反应-扩散方程中的时空动力学
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-02-21 DOI: 10.1137/22m1543860
Shuyang Xue, Yongli Song, Hao Wang
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 641-667, March 2024.
Abstract.To model a single-species cognitive movement, we formulate a reaction-diffusion equation with nonlocal spatial memory and investigate its dynamics. We explore the influence of the perceptual scale on the stability and Turing bifurcation. When the random diffusion is dominant, the perceptual scale does not affect the stability, but when the memory-based diffusion is dominant, there exist Turing bifurcations induced by the perceptual scale. Then the joint effect of the perceptual scale and the memory delay on the stability and spatio-temporal dynamics is investigated to show rich spatio-temporal dynamics via Turing–Hopf bifurcation and double Hopf bifurcation. Finally, we apply our analysis to an application and illustrate our theoretical results with numerical simulations.
SIAM 应用动力系统期刊》,第 23 卷第 1 期,第 641-667 页,2024 年 3 月。摘要:为了模拟单物种认知运动,我们提出了一个具有非局部空间记忆的反应-扩散方程,并研究了它的动力学。我们探讨了感知尺度对稳定性和图灵分岔的影响。当随机扩散占主导地位时,知觉尺度不影响稳定性,但当基于记忆的扩散占主导地位时,存在由知觉尺度诱发的图灵分岔。然后,我们研究了感知尺度和记忆延迟对稳定性和时空动态的共同影响,通过图灵-霍普夫分岔和双霍普夫分岔展示了丰富的时空动态。最后,我们将分析应用于数值模拟,以说明我们的理论结果。
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引用次数: 0
Evolution of Dispersal in Advective Patchy Environments with Varying Drift Rates 漂移速率不同的平流斑块环境中的扩散演化
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-02-21 DOI: 10.1137/22m1542027
Shanshan Chen, Jie Liu, Yixiang Wu
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 696-720, March 2024.
Abstract.In this paper, we study a two stream species Lotka–Volterra competition patch model with the patches aligned along a line. The two species are supposed to be identical except for the diffusion rates. For each species, the diffusion rates between patches are the same, while the drift rates vary. Our results show that the convexity of the drift rates has a significant impact on the competition outcomes: if the drift rates are convex, then the species with the larger diffusion rate wins the competition; if the drift rates are concave, then the species with the smaller diffusion rate wins the competition.
SIAM 应用动力系统期刊》第 23 卷第 1 期第 696-720 页,2024 年 3 月。 摘要.在本文中,我们研究了一个双流物种 Lotka-Volterra 竞争斑块模型,该模型中的斑块沿一条线排列。除了扩散率之外,这两个物种应该是相同的。对于每个物种,斑块间的扩散率相同,而漂移率不同。我们的结果表明,漂移率的凸性对竞争结果有显著影响:如果漂移率是凸性的,则扩散率较大的物种在竞争中获胜;如果漂移率是凹性的,则扩散率较小的物种在竞争中获胜。
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引用次数: 0
Connecting Anti-integrability to Attractors for Three-Dimensional Quadratic Diffeomorphisms 将反不可控性与三维二次微分的吸引力联系起来
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-02-06 DOI: 10.1137/23m1571897
Amanda E. Hampton, James D. Meiss
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 616-640, March 2024.
Abstract. We previously showed that three-dimensional quadratic diffeomorphisms have anti-integrable (AI) limits that correspond to a quadratic correspondence, a pair of one-dimensional maps. At the AI limit the dynamics is conjugate to a full shift on two symbols. Here we consider a more general AI limit, allowing two parameters of the map to go to infinity. We prove the existence of AI states for each symbol sequence for three cases of the quadratic correspondence: parabolas, ellipses, and hyperbolas. A contraction argument gives parameter domains such that this is a bijection, but the correspondence also is observed to apply more generally. We show that orbits of the original map can be obtained by numerical continuation for a volume-contracting case. These results show that periodic AI states evolve into the observed periodic attractors of the diffeomorphism. We also continue a periodic AI state with a symbol sequence chosen so that it continues to an orbit resembling a chaotic attractor that is a 3D version of the classical 2D Hénon attractor.
SIAM 应用动力系统期刊》第 23 卷第 1 期第 616-640 页,2024 年 3 月。 摘要。我们之前证明了三维二次差分变分具有反可积分(AI)极限,它对应于二次对应关系,即一对一维映射。在 AI 极限,动力学共轭于两个符号上的全移。在这里,我们考虑了更一般的 AI 极限,允许映射的两个参数达到无穷大。我们证明了在抛物线、椭圆和双曲线这三种二次对应的情况下,每个符号序列都存在人工智能状态。收缩论证给出了参数域,因此这是一个双射,但也观察到对应关系适用于更广泛的情况。我们证明,在体积收缩的情况下,可以通过数值延续得到原始映射的轨道。这些结果表明,周期性人工智能状态会演化成所观察到的衍射周期性吸引子。我们还用符号序列延续了一个周期性人工智能状态,使其延续到一个类似于混沌吸引子的轨道,而混沌吸引子是经典二维赫农吸引子的三维版本。
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引用次数: 0
A Unified Approach to Reverse Engineering and Data Selection for Unique Network Identification 逆向工程和数据选择的统一方法,用于唯一网络识别
IF 2.1 4区 数学 Q1 Mathematics Pub Date : 2024-02-05 DOI: 10.1137/22m1540570
Alan Veliz-Cuba, Vanessa Newsome-Slade, Elena S. Dimitrova
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 1, Page 592-615, March 2024.
Abstract.Due to cost concerns, it is optimal to gain insight into the connectivity of biological and other networks using as few experiments as possible. Data selection for unique network connectivity identification has been an open problem since the introduction of algebraic methods for reverse engineering for almost two decades. In this manuscript we determine what data sets uniquely identify the unsigned wiring diagram corresponding to a system that is discrete in time and space. Furthermore, we answer the question of uniqueness for signed wiring diagrams for Boolean networks. Computationally, unsigned and signed wiring diagrams have been studied separately, and in this manuscript we also show that there exists an ideal capable of encoding both unsigned and signed information. This provides a unified approach to studying reverse engineering that also gives significant computational benefits.
SIAM 应用动力系统期刊》第 23 卷第 1 期第 592-615 页,2024 年 3 月。 摘要.出于成本考虑,最好是使用尽可能少的实验来深入了解生物和其他网络的连通性。近二十年来,自逆向工程代数方法问世以来,用于独特网络连通性识别的数据选择一直是一个悬而未决的问题。在本手稿中,我们确定了哪些数据集能唯一识别与时间和空间离散的系统相对应的无符号布线图。此外,我们还回答了布尔网络有符号布线图的唯一性问题。在计算上,无符号布线图和有符号布线图一直是分开研究的,而在本手稿中,我们还证明了存在一种能够同时编码无符号和有符号信息的理想。这为研究逆向工程提供了一种统一的方法,同时也带来了显著的计算优势。
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引用次数: 0
期刊
SIAM Journal on Applied Dynamical Systems
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