吸引边界区域非游走集在扰动下的稳定性及在脆弱性评估中的应用

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2023-12-07 DOI:10.1137/23m155582x
Michael W. Fisher, Ian A. Hiskens
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引用次数: 0

摘要

SIAM 应用动力系统期刊》,第 22 卷第 4 期,第 3390-3430 页,2023 年 12 月。 摘要对于许多工程系统来说,评估对潜在干扰的脆弱性以确保可靠运行非常重要。系统能否从特定的有限时间干扰中恢复到所需的稳定平衡点,取决于不确定的时变系统参数值。因此,对于特定的固定扰动,确定安全运行的裕度是很有价值的:即会导致系统易受扰动影响的参数值的最小变化。这一问题的自然背景是一个与参数相关的矢量场,该矢量场具有一系列稳定的平衡点和一个代表干扰的与参数相关的初始条件。如果系统的初始条件位于所需的稳定平衡点的吸引区域内,则系统会在特定参数值下恢复。之前的工作已经开发出了数值计算安全运行裕度的算法。然而,这些方法的理论保证需要一个限制性很强的假设:在矢量场的扰动下,吸引力边界区域内的非漂移集是稳定的。这一假设通常难以验证,因此无法事先确定上述算法的可行性,即使这些算法确实收敛,也无法保证其收敛到正确的值。因此,这一假设限制了这些算法在实践中的有效应用。这项工作放宽了这一限制性假设,同时在较弱的假设条件下仍能得到类似的结果,从而保证了这些算法的有效性。对于所考虑的环境,对于紧凑黎曼流形上的向量场,研究表明限制性假设是直接得出的,无需独立验证。一个激励性的例子表明,欧几里得空间上的向量场并非如此,但在这种情况下,只要存在具有适当性质的无穷邻域和一些额外的一般假设,限制性假设仍然可以放宽。然后,这些结果被用来为上文讨论的数值算法提供理论保证,而这些算法是在弱得多的假设条件下进行的。
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Stability of the Nonwandering Set in the Region of Attraction Boundary under Perturbations with Application to Vulnerability Assessment
SIAM Journal on Applied Dynamical Systems, Volume 22, Issue 4, Page 3390-3430, December 2023.
Abstract. For many engineered systems it is important to assess vulnerability to potential disturbances in order to ensure reliable operation. Whether the system will recover from a particular finite-time disturbance to a desired stable equilibrium point depends on uncertain and time-varying system parameter values. Therefore, it is valuable to determine, for specific fixed disturbances, the margins for safe operation: the smallest change in parameter values that would cause the system to become vulnerable to the disturbance. The natural setting for this problem is a parameter-dependent vector field with a family of stable equilibria and a parameter-dependent initial condition representing the disturbance. The system recovers for a particular parameter value if its initial condition lies within the region of attraction of the desired stable equilibrium point. Prior work has developed algorithms for numerically computing the margins for safe operation. However, the theoretical guarantees provided for these methods require a very restrictive assumption: that the nonwandering set in the region of attraction boundary is stable under perturbations to the vector field. This assumption is generally intractable to verify, so feasibility of the above algorithms cannot be determined in advance, and even when these algorithms do converge their convergence to the correct values cannot be guaranteed. Thus, this assumption limits the effective application of these algorithms in practice. This work relaxes this restrictive assumption while still obtaining similar results under weaker assumptions, thereby guaranteeing effectiveness of these algorithms. For the setting under consideration, it is shown for vector fields on compact Riemannian manifolds that the restrictive assumption follows immediately and does not need to be independently verified. A motivating example shows that this is not the case for vector fields on Euclidean space, but in this setting it is shown that the restrictive assumption can still be relaxed provided there exist a neighborhood of infinity with suitable properties and some additional generic assumptions. These results are then used to provide theoretical guarantees for the numerical algorithms discussed above under far weaker assumptions.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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