无初始化的列线性极值求解

IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Systems & Control Letters Pub Date : 2024-07-30 DOI:10.1016/j.sysconle.2024.105881
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引用次数: 0

摘要

求极值控制的稳定性结果主要局限于局部或最多半全局的实际稳定性。要将寻极点系统的半全局稳定性结果扩展到初始条件的无界集,往往需要对成本函数施加严格的全局 Lipschitz 条件,而实际应用中很少能满足这一条件。在本文中,我们利用高阶平均理论的工具解决了这一难题。特别是,我们建立了一个具有(实际)稳定性意义的新颖二阶平均结果。利用这一结果,我们描述了成本函数的充分条件,在这些条件下,可以为作用于静态映射的一类求极值系统建立统一的全局(即在任何初始化条件下)实用渐近稳定性。我们的充分条件包括成本函数梯度(而非成本函数本身)满足全局 Lipschitz 条件的情况,该条件涵盖二次成本函数。我们的结果还适用于在原点不一定是利普希兹连续的矢量场,为非光滑的李-贝特 ES 动力学打开了大门。我们通过不同的分析和/或数值示例来说明所有结果。
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Initialization-free Lie-bracket Extremum Seeking

Stability results for extremum seeking control in Rn have predominantly been restricted to local or, at best, semi-global practical stability. Extending semi-global stability results of extremum-seeking systems to unbounded sets of initial conditions often demands a stringent global Lipschitz condition on the cost function, which is rarely satisfied by practical applications. In this paper, we address this challenge by leveraging tools from higher-order averaging theory. In particular, we establish a novel second-order averaging result with global (practical) stability implications. By leveraging this result, we characterize sufficient conditions on cost functions under which uniform global (i.e., under any initialization) practical asymptotic stability can be established for a class of extremum-seeking systems acting on static maps. Our sufficient conditions include the case when the gradient of the cost function, rather than the cost function itself, satisfies a global Lipschitz condition, which covers quadratic cost functions. Our results are also applicable to vector fields that are not necessarily Lipschitz continuous at the origin, opening the door to non-smooth Lie-bracket ES dynamics. We illustrate all the results via different analytical and/or numerical examples.

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来源期刊
Systems & Control Letters
Systems & Control Letters 工程技术-运筹学与管理科学
CiteScore
4.60
自引率
3.80%
发文量
144
审稿时长
6 months
期刊介绍: Founded in 1981 by two of the pre-eminent control theorists, Roger Brockett and Jan Willems, Systems & Control Letters is one of the leading journals in the field of control theory. The aim of the journal is to allow dissemination of relatively concise but highly original contributions whose high initial quality enables a relatively rapid review process. All aspects of the fields of systems and control are covered, especially mathematically-oriented and theoretical papers that have a clear relevance to engineering, physical and biological sciences, and even economics. Application-oriented papers with sophisticated and rigorous mathematical elements are also welcome.
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