论文标题
强度 - 一种量化odes吸引力鲁棒性的度量方法
Intensity -- A Metric Approach to Quantifying Attractor Robustness in ODEs
论文作者
论文摘要
尽管数学模型不能完全匹配现实,但是动态对象对扰动的鲁棒性有助于从理论到现实世界动态系统桥梁。结构稳定性和孤立的不变集的经典理论将定性动力学的鲁棒性视为足够小的错误。但是它们并没有表明在我们系统的定性行为发生根本变化之前,扰动会变成多大。在这里,我们介绍了一种以度量术语来衡量吸引子的鲁棒性的数量,吸引力的强度。在$ \ mathbb {r}^n $上的普通微分方程的设置中工作,我们认为对矢量字段扰动的稳健性是与时间相关或无关的。我们基于将轨迹从吸引力领域中转移到的控制范围的幅度,在控制理论框架中定义强度。我们的主要结果是,强度还量化了吸引时间与时间无关的矢量场扰动的鲁棒性。我们通过将可及的控制理论集与孤立的康利理论块联系起来来证明这一点。除了在新的度量框架中处理鲁棒性的经典问题外,吸引力的强度还为生态应用中的弹性定量提供了新颖的工具。与许多弹性测量不同,强度检测到吸引力领域中短暂动力学的强度。
Although mathematical models do not fully match reality, robustness of dynamical objects to perturbation helps bridge from theoretical to real-world dynamical systems. Classical theories of structural stability and isolated invariant sets treat robustness of qualitative dynamics to sufficiently small errors. But they do not indicate just how large a perturbation can become before the qualitative behavior of our system changes fundamentally. Here we introduce a quantity, intensity of attraction, that measures the robustness of attractors in metric terms. Working in the setting of ordinary differential equations on $\mathbb{R}^n$, we consider robustness to vector field perturbations that are time-dependent or -independent. We define intensity in a control-theoretic framework, based on the magnitude of control needed to steer trajectories out of a domain of attraction. Our main result is that intensity also quantifies the robustness of an attractor to time-independent vector field perturbations; we prove this by connecting the reachable sets of control theory to isolating blocks of Conley theory. In addition to treating classical questions of robustness in a new metric framework, intensity of attraction offers a novel tool for resilience quantification in ecological applications. Unlike many measurements of resilience, intensity detects the strength of transient dynamics in a domain of attraction.