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Inertial Focusing Dynamics of Spherical Particles in Curved Microfluidic Ducts with a Trapezoidal Cross Section 梯形截面弯曲微流体管道中球形颗粒的惯性聚焦动力学
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-07-12 DOI: 10.1137/23m1613220
Brendan Harding, Yvonne M. Stokes, Rahil N. Valani
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 3, Page 1805-1835, September 2024.
Abstract.Inertial focusing in curved microfluidic ducts exploits the interaction of the drag force from the Dean flow with the inertial lift force to separate particles or cells laterally across the cross-section width according to their size. Experimental work has identified that using a trapezoidal cross section, as opposed to a rectangular one, can enhance the sized based separation of particles/cells over a wide range of flow rates. Using our model, derived by carefully examining the way the Dean drag and inertial lift forces interact at low flow rates, we calculate the leading order approximation of these forces for a range of trapezoidal ducts, both vertically symmetric and nonsymmetric, with an increasing amount of skew towards the outside wall. We then conduct a systematic study to examine the bifurcations in the particle equilbira that occur with respect to a shape parameter characterizing the trapezoidal cross section. We reveal how the dynamics associated with particle migration are modified by the degree of skew in the cross-section shape, and show the existence of cusp bifurcations (with the bend radius as a second parameter). Additionally, our investigation suggests an optimal amount of skew for the trapezoidal cross section for the purposes of maximizing particle separation over a wide range of bend radii.
SIAM 应用动力系统期刊》第 23 卷第 3 期第 1805-1835 页,2024 年 9 月。 摘要.弯曲微流体管道中的惯性聚焦是利用迪安流的阻力与惯性升力的相互作用,根据颗粒或细胞的大小在横截面宽度上将其横向分离。实验结果表明,使用梯形横截面(而非矩形横截面)可以在很大的流速范围内提高颗粒/细胞的尺寸分离效果。我们通过仔细研究迪安阻力和惯性升力在低流速下的相互作用方式得出了模型,并利用该模型计算了一系列梯形管道(垂直对称和非对称)的这些力的前阶近似值,这些梯形管道向外壁倾斜的程度越来越大。然后,我们进行了一项系统性研究,以检验粒子等效应中出现的与表征梯形横截面的形状参数有关的分岔。我们揭示了横截面形状的倾斜程度如何改变与粒子迁移相关的动力学,并显示了尖顶分岔的存在(以弯曲半径作为第二个参数)。此外,我们的研究还提出了梯形横截面的最佳倾斜度,以便在较大的弯曲半径范围内最大限度地分离粒子。
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引用次数: 0
Weighted Birkhoff Averages and the Parameterization Method 加权伯克霍夫平均数和参数化方法
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-07-10 DOI: 10.1137/23m1579546
David Blessing, J. D. Mireles James
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 3, Page 1766-1804, September 2024.
Abstract. This work provides a systematic recipe for computing accurate high order Fourier expansions of quasiperiodic invariant circles (and systems of such circles) in area preserving maps. The recipe requires only a finite data set sampled from the quasiperiodic circle. Our approach, being based on the parameterization method of [A. Haro and R. de la Llave, SIAM J. Appl. Dyn. Syst., 6 (2007), pp. 142–207; A. Haro and R. de la Llave, Discrete Contin. Dyn. Syst. Ser. B, 6 (2006), pp. 1261–1300; A. Haro and R. de la Llave, J. Differential Equations, 228 (2006), pp. 530–579], uses a Newton scheme to iteratively solve a conjugacy equation describing the invariant circle (or systems of circles). A critical step in properly formulating the conjugacy equation is to determine the rotation number of the quasiperiodic subsystem. For this we exploit the weighted Birkhoff averaging method of [S. Das et al., Nonlinearity, 30 (2017), pp. 4111–4140; S. Das et al., The Foundations of Chaos Revisited, Springer, Cham, 2016, pp. 103–118; S. Das and J. A. Yorke, Nonlinearity, 31 (2018), pp. 491–501]. This approach facilities accurate computation of the rotation number given nothing but the already mentioned orbit data. The weighted Birkhoff averages also facilitate the computation of other integral observables like Fourier coefficients of the parameterization of the invariant circle. Since, the parameterization method is based on a Newton scheme, we only need to approximate a small number of Fourier coefficients with low accuracy (say, a few correct digits) to find a good enough initial approximation so that Newton converges. Moreover, the Fourier coefficients may be computed independently, so we can sample the higher modes to guess the decay rate of the Fourier coefficients. This allows us to choose, a priori, an appropriate number of modes in the truncation. We illustrate the utility of the approach for explicit example systems including the area preserving Hénon map and the standard map (polynomial and trigonometric nonlinearity respectively). We present example computations for invariant circles and for systems of invariant circles with as many as 120 components. We also employ a numerical continuation scheme (where the rotation number is the continuation parameter) to compute large numbers of quasiperiodic circles in these systems. During the continuation we monitor the Sobolev norm of the parameterization, as explained in [R. Calleja and R. de la Llave, Nonlinearity, 23 (2010), pp. 2029–2058], to automatically detect the breakdown of the family.
SIAM 应用动力系统期刊》,第 23 卷第 3 期,第 1766-1804 页,2024 年 9 月。 摘要。本研究提供了一种系统的方法,用于计算面积保留映射中准周期不变圆(以及此类圆的系统)的精确高阶傅里叶展开。该方法只需要从准周期圆中采样的有限数据集。我们的方法基于[A. Haro and R. de la LL]的参数化方法。Haro and R. de la Llave, SIAM J. Appl.Syst., 6 (2007), pp.Dyn.Syst.B, 6 (2006), pp. 1261-1300; A. Haro and R. de la Llave, J. Differential Equations, 228 (2006), pp.正确表述共轭方程的关键步骤是确定准周期子系统的旋转数。为此,我们利用了加权伯克霍夫平均法 [S. Das et al.S. Das 等人,《非线性》,30 (2017),第 4111-4140 页;S. Das 等人,《混沌基础重温》,Springer, Cham, 2016, 第 103-118 页;S. Das 和 J. A. Yorke,《非线性》,31 (2018),第 491-501 页]。除了上述轨道数据,这种方法还能准确计算旋转数。加权伯克霍夫平均数还有助于计算其他积分观测值,如不变圆参数化的傅里叶系数。由于参数化方法以牛顿方案为基础,我们只需对少量傅里叶系数进行低精度近似(例如几位正确数字),就能找到足够好的初始近似值,从而使牛顿收敛。此外,傅立叶系数可以独立计算,因此我们可以对高阶模式进行采样,从而猜测傅立叶系数的衰减率。这样,我们就可以先验地选择适当数量的截断模式。我们将举例说明这种方法对包括面积保持的赫农图谱和标准图谱(分别为多项式和三角非线性)在内的显式系统的实用性。我们举例说明了不变圆和多达 120 个分量的不变圆系统的计算。我们还采用数值延续方案(其中旋转数是延续参数)来计算这些系统中的大量准周期圆。在延续过程中,我们按照 [R. Calleja and R. de la Llave, Nonlinearity, 23 (2010), pp.
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引用次数: 0
Complete and Partial Synchronization of Two-Group and Three-Group Kuramoto Oscillators 两组和三组仓本振荡器的完全同步和部分同步
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-07-09 DOI: 10.1137/23m1586227
Shih-Hsin Chen, Chun-Hsiung Hsia, Ting-Yang Hsiao
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 3, Page 1720-1765, September 2024.
Abstract.This paper is to investigate synchronization theories of a two-group Kuramoto model and a three-group Kuramoto model. In the settings of these models, every oscillator directly interacts with each other in the same group. In each group, only one oscillator directly interacts with one oscillator in another group. We prove that if the coupling strength is large and the initial configuration of each group is confined to a sector with the arc length less than [math], then all oscillators achieve a complete frequency synchronization asymptotically. We emphasize that there is no need to impose any initial condition on the connection between different groups. If, in addition, the natural frequencies in one group are the same, then partial phase synchronization occurs. Moreover, if all natural frequencies are identical, we prove that all oscillators either achieve a complete phase synchronization asymptotically or tend to a bipolar phase-locking state. We also provide several numerical simulations to support the main results.
SIAM 应用动力系统学报,第 23 卷第 3 期,第 1720-1765 页,2024 年 9 月。 摘要:本文主要研究两组仓本模型和三组仓本模型的同步理论。在这些模型的设置中,每个振子在同一组中直接相互作用。在每一组中,只有一个振子与另一组中的一个振子直接相互作用。我们证明,如果耦合强度很大,并且每个振子组的初始配置被限制在一个弧长小于 [math] 的扇形区域内,那么所有振子都会渐近地实现完全的频率同步。我们强调,不同振子组之间的连接无需施加任何初始条件。此外,如果一组振子的固有频率相同,则会出现部分相位同步。此外,如果所有固有频率相同,我们证明所有振荡器要么渐近地实现完全相位同步,要么趋向于双极锁相状态。我们还提供了一些数值模拟来支持主要结果。
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引用次数: 0
Closed Geodesics on Weingarten Surfaces with [math] 有[数学]的魏格登曲面上的闭合大地线
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-07-03 DOI: 10.1137/23m1608616
Frank E. Baginski, Valério Ramos Batista
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 3, Page 1705-1719, September 2024.
Abstract.In 2006, Alexander proved a result that implies for a Weingarten surface [math], if [math] is the number of times a closed geodesic winds around the axis of rotation and [math] is the number of times the geodesic oscillates about the equator, then [math] when [math] and [math] when [math]. In this paper, we present another proof of Alexander’s result for the Weingarten surfaces [math] that is simpler and more direct. Our approach uses sharp estimates of certain improper integrals to obtain the intervals for permissible ratios [math]. We numerically compute a number of closed geodesics for various combinations of [math] to illustrate the variety of patterns that are possible.
SIAM 应用动力系统期刊》,第 23 卷第 3 期,第 1705-1719 页,2024 年 9 月。 摘要.2006 年,亚历山大证明了一个结果,即对于魏格登曲面[math],如果[math]是闭合大地线绕旋转轴旋转的次数,[math]是大地线绕赤道摆动的次数,则当[math]为[math]时,[math]为[math];当[math]为[math]时,[math]为[math]。在本文中,我们提出了亚历山大对魏格登曲面[math]结果的另一个证明,它更简单、更直接。我们的方法是利用某些不完全积分的尖锐估计来获得允许比率的区间[math]。我们用数值计算了[math]的各种组合的闭合大地线,以说明可能存在的各种模式。
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引用次数: 0
Extinctions Caused by Host-Range Expansion 宿主范围扩大导致灭绝
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-06-25 DOI: 10.1137/23m1605582
Pei Yu, Pantea Pooladvand, Mark M. Tanaka, Lindi M. Wahl
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 2, Page 1677-1703, June 2024.
Abstract.Nearly all emerging diseases in humans are a result of host-range expansion, in which a pathogen of one species evolves the ability to infect a new host species. To present a rigorous analysis of pathogen host-range expansion, we derive a Lotka–Volterra dynamical system with two competing host species and a single parasite species; the parasite infects only one of the host species. We provide a stability and bifurcation analysis of this model. We then ask what happens if the parasite evolves the ability to infect the alternate host, extending the model to include a parasite population with an expanded host range. We derive explicit global stability and bifurcation conditions for this four-dimensional model in terms of the system parameters. We demonstrate that only four outcomes may occur following the range expansion of a parasite or pathogen, and provide both local and global asymptotic stability conditions for these outcomes. While three of these outcomes were expected, the fourth is counterintuitive, predicting that host-range expansion can drive the original host species to extinction. For example, a native species could be driven to extinction by a longstanding native parasite if that parasite acquires the ability to infect a cultivated species. We briefly discuss the phenomena driving this unexpected prediction and its implications.
SIAM 应用动力系统期刊》,第 23 卷第 2 期,第 1677-1703 页,2024 年 6 月。 摘要.几乎所有人类新发疾病都是宿主范围扩展的结果,即一个物种的病原体进化出感染新宿主物种的能力。为了对病原体宿主范围扩张进行严谨分析,我们推导了一个洛特卡-伏特拉(Lotka-Volterra)动力系统,其中有两个相互竞争的宿主物种和一个寄生虫物种;寄生虫只感染其中一个宿主物种。我们对这一模型进行了稳定性和分岔分析。然后,我们询问,如果寄生虫进化出感染另一宿主的能力,将模型扩展到包括宿主范围扩大的寄生虫种群,会发生什么情况。我们根据系统参数为这个四维模型推导出了明确的全局稳定性和分岔条件。我们证明了寄生虫或病原体范围扩大后可能出现的四种结果,并为这些结果提供了局部和全局渐近稳定性条件。其中三种结果是意料之中的,而第四种结果却与直觉相反,它预示着宿主范围的扩大可能会导致原宿主物种灭绝。例如,如果一种本地寄生虫获得了感染栽培物种的能力,那么该寄生虫可能会导致一种本地物种灭绝。我们将简要讨论推动这一意外预测的现象及其影响。
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引用次数: 0
A Bifurcation Lemma for Invariant Subspaces 不变子空间的分岔定理
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-06-21 DOI: 10.1137/23m1595540
John M. Neuberger, Nándor Sieben, James W. Swift
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 2, Page 1610-1635, June 2024.
Abstract.The bifurcation from a simple eigenvalue (BSE) theorem is the foundation of steady-state bifurcation theory for one-parameter families of functions. When eigenvalues of multiplicity greater than one are caused by symmetry, the equivariant branching lemma (EBL) can often be applied to predict the branching of solutions. The EBL can be interpreted as the application of the BSE theorem to a fixed point subspace. There are functions which have invariant linear subspaces that are not caused by symmetry. For example, networks of identical coupled cells often have such invariant subspaces. We present a generalization of the EBL, where the BSE theorem is applied to nested invariant subspaces. We call this the bifurcation lemma for invariant subspaces (BLIS). We give several examples of bifurcations and determine if BSE, EBL, or BLIS applies. We extend our previous automated bifurcation analysis algorithms to use the BLIS to simplify and improve the detection of branches created at bifurcations.
SIAM 应用动力系统学报》第 23 卷第 2 期第 1610-1635 页,2024 年 6 月。 摘要:简单特征值分岔(BSE)定理是单参数函数族稳态分岔理论的基础。当对称性导致特征值的多重性大于 1 时,通常可以应用等变分支两难(Equivariant branching lemma,EBL)来预测解的分支。EBL 可以解释为 BSE 定点子空间定理的应用。有些函数的不变线性子空间不是由对称性引起的。例如,完全相同的耦合单元网络通常具有这样的不变子空间。我们提出了对 EBL 的一种概括,即将 BSE 定理应用于嵌套不变子空间。我们称其为不变子空间分岔稃(BLIS)。我们给出了几个分岔的例子,并确定 BSE、EBL 或 BLIS 是否适用。我们扩展了之前的自动分岔分析算法,使用 BLIS 简化并改进了对分岔处产生的分支的检测。
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引用次数: 0
On the Relation between Infinitesimal Shape Response Curves and Phase-Amplitude Reduction for Single and Coupled Limit-Cycle Oscillators 关于单周期和耦合极限周期振荡器的无限小形状响应曲线与相位振幅减小之间的关系
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-06-21 DOI: 10.1137/23m1575159
Max Kreider, Peter J. Thomas
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 2, Page 1636-1676, June 2024.
Abstract.Phase reduction is a well-established method to study weakly driven and weakly perturbed oscillators. Traditional phase-reduction approaches characterize the perturbed system dynamics solely in terms of the timing of the oscillations. In the case of large perturbations, the introduction of amplitude (isostable) coordinates improves the accuracy of the phase description by providing a sense of distance from the underlying limit cycle. Importantly, phase-amplitude coordinates allow for the study of both the timing and shape of system oscillations. A parallel tool is the infinitesimal shape response curve (iSRC), a variational method that characterizes the shape change of a limit-cycle oscillator under sustained perturbation. Despite the importance of oscillation amplitude in a wide range of physical systems, systematic studies on the shape change of oscillations remain scarce. Both phase-amplitude coordinates and the iSRC represent methods to analyze oscillation shape change, yet a relationship between the two has not been previously explored. In this work, we establish the iSRC and phase-amplitude coordinates as complementary tools to study oscillation amplitude. We extend existing iSRC theory and specify conditions under which a general class of systems can be analyzed by the joint iSRC phase-amplitude approach. We show that the iSRC takes on a dramatically simple form in phase-amplitude coordinates, and directly relate the phase and isostable response curves to the iSRC. We apply our theory to weakly perturbed single oscillators, and to study the synchronization and entrainment of coupled oscillators.
SIAM 应用动力系统期刊》,第 23 卷第 2 期,第 1636-1676 页,2024 年 6 月。 摘要:相位还原是研究弱驱动和弱扰动振荡器的一种行之有效的方法。传统的相位还原方法仅从振荡的时序来描述扰动系统的动力学特征。在大扰动的情况下,引入振幅(等稳态)坐标可提供与基本极限周期的距离感,从而提高相位描述的准确性。重要的是,相位-振幅坐标允许研究系统振荡的时间和形状。与之并行的工具是无穷小形状响应曲线(iSRC),这是一种变分法,用于描述极限周期振荡器在持续扰动下的形状变化。尽管振荡振幅在各种物理系统中都很重要,但对振荡形状变化的系统研究仍然很少。相位-振幅坐标和 iSRC 都是分析振荡形状变化的方法,但这两者之间的关系还没有被探索过。在这项工作中,我们将 iSRC 和相位-振幅坐标确立为研究振荡振幅的互补工具。我们扩展了现有的 iSRC 理论,并明确了在哪些条件下可以用 iSRC 相位-振幅联合方法来分析一般类型的系统。我们证明了 iSRC 在相位-振幅坐标中的显著简单形式,并将相位和等稳响应曲线与 iSRC 直接联系起来。我们将我们的理论应用于弱扰动单振荡器,并研究耦合振荡器的同步和夹带。
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引用次数: 0
Epidemic Thresholds and Disease Dynamics in Metapopulations: The Role of Network Structure and Human Mobility 群体中的流行阈值和疾病动态:网络结构和人类流动性的作用
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-06-20 DOI: 10.1137/23m1579522
Haridas K. Das, Lucas M. Stolerman
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 2, Page 1579-1609, June 2024.
Abstract.We calculate epidemic thresholds and investigate the dynamics of a disease in a networked metapopulation. To study the specific role of mobility levels, we utilize the SIR-network model and consider a range of network structures. For star-shaped networks where all nodes only connect to a center, we obtain the same epidemic threshold formulas as previously found for fully connected networks, considering all nodes with the same infection rate except one. We thus create a new terminology by saying that fully connected and star-shaped networks have the Standard Threshold Property. Next, we analyze cycle-shaped networks, which yield epidemic thresholds different from those obtained using star-shaped networks. We then analyze more general classes of networks by combining the star, cycle, and other structures, obtaining classes of networks with the Standard Threshold Property. We present some conjectures on even more flexible networks and complete our analysis by presenting simulations to explore the epidemic dynamics for the different structures.
SIAM 应用动力系统期刊》第 23 卷第 2 期第 1579-1609 页,2024 年 6 月。 摘要:我们计算了流行阈值,并研究了一种疾病在网络元种群中的动态变化。为了研究流动水平的具体作用,我们利用 SIR 网络模型并考虑了一系列网络结构。对于所有节点都只连接到一个中心的星形网络,考虑到除一个节点外所有节点的感染率都相同,我们得到了与之前发现的全连接网络相同的流行病阈值公式。因此,我们创造了一个新术语,即全连网络和星形网络都具有标准阈值特性。接下来,我们分析了周期形网络,其流行阈值与星形网络不同。然后,我们结合星形、周期形和其他结构,分析了更多类的网络,得到了具有标准阈值特性的网络类。我们提出了一些关于更灵活网络的猜想,并通过模拟来探索不同结构的流行动态,从而完成我们的分析。
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引用次数: 0
Persistent Synchronization of Heterogeneous Networks with Time-Dependent Linear Diffusive Coupling 具有时变线性扩散耦合的异构网络的持久同步性
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-06-19 DOI: 10.1137/23m1602024
Hildeberto Jardón-Kojakhmetov, Christian Kuehn, Iacopo P. Longo
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 2, Page 1540-1578, June 2024.
Abstract.We study synchronization for linearly coupled temporal networks of heterogeneous time-dependent nonlinear agents via the convergence of attracting trajectories of each node. The results are obtained by constructing and studying the stability of a suitable linear nonautonomous problem bounding the evolution of the synchronization errors. Both the case of the entire network and that of only a cluster are addressed, and the persistence of the obtained synchronization against perturbation is also discussed. Furthermore, a sufficient condition for the existence of attracting trajectories of each node is given. In all cases, the considered dependence on time requires only local integrability, which is a very mild regularity assumption. Moreover, our results mainly depend on the network structure and its properties and achieve synchronization up to a constant in finite time. Hence they are quite suitable for applications. The applicability of the results is showcased via several examples: coupled van der Pol/FitzHugh–Nagumo oscillators, weighted/signed opinion dynamics, and coupled Lorenz systems.
SIAM 应用动力系统期刊》第 23 卷第 2 期第 1540-1578 页,2024 年 6 月。 摘要.我们通过每个节点的吸引轨迹的收敛,研究了由异构时间依赖非线性代理组成的线性耦合时间网络的同步问题。结果是通过构建和研究约束同步误差演化的合适线性非自治问题的稳定性得到的。研究既涉及整个网络的情况,也涉及仅有一个集群的情况,还讨论了所获得的同步对扰动的持久性。此外,还给出了每个节点存在吸引轨迹的充分条件。在所有情况下,所考虑的时间依赖性只要求局部可整性,这是一个非常温和的正则性假设。此外,我们的结果主要取决于网络结构及其特性,并能在有限时间内实现同步至常数。因此,它们非常适合应用。我们通过几个例子展示了这些结果的适用性:耦合范德波尔/菲茨休-纳古莫振荡器、加权/有符号舆论动力学和耦合洛伦兹系统。
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引用次数: 0
On Higher Order Drift and Diffusion Estimates for Stochastic SINDy 论随机 SINDy 的高阶漂移和扩散估计值
IF 2.1 4区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-06-14 DOI: 10.1137/23m1567011
Mathias Wanner, Igor Mezić
SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 2, Page 1504-1539, June 2024.
Abstract.The sparse identification of nonlinear dynamics (SINDy) algorithm can be applied to stochastic differential equations (SDEs) to estimate the drift and the diffusion function using data from a realization of the SDE. The SINDy algorithm requires sample data from each of these functions, which is typically estimated numerically from the data of the state. We analyze the performance of the previously proposed estimates for the drift and the diffusion function to give bounds on the error for finite data. However, since this algorithm only converges as both the sampling frequency and the length of trajectory go to infinity, obtaining approximations within a certain tolerance may be infeasible. To combat this, we develop estimates with higher orders of accuracy for use in the SINDy framework. For a given sampling frequency, these estimates give more accurate approximations of the drift and diffusion functions, making SINDy a far more feasible system identification method.
SIAM 应用动力系统期刊》,第 23 卷第 2 期,第 1504-1539 页,2024 年 6 月。 摘要.非线性动力学稀疏识别(SINDy)算法可应用于随机微分方程(SDEs),使用来自 SDE 实现的数据估计漂移和扩散函数。SINDy 算法需要每个函数的样本数据,而样本数据通常是通过状态数据进行数值估计的。我们分析了之前提出的漂移和扩散函数估计值的性能,给出了有限数据的误差界限。然而,由于这种算法只有在采样频率和轨迹长度都达到无穷大时才会收敛,因此在一定容差范围内获得近似值可能是不可行的。为了解决这个问题,我们开发了精度更高的估计值,供 SINDy 框架使用。对于给定的采样频率,这些估计值能给出更精确的漂移和扩散函数近似值,从而使 SINDy 成为更可行的系统识别方法。
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引用次数: 0
期刊
SIAM Journal on Applied Dynamical Systems
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