On Some Problems with Multivalued Mappings

IF 0.6 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS
M. V. Balashov, K. Z. Biglov, A. A. Tremba
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引用次数: 0

Abstract

We consider some problems with a set-valued mapping, which can be reduced to minimization of a homogeneous Lipschitz function on the unit sphere. Latter problem can be solved in some cases with a first order algorithm—the gradient projection method. As one of the examples, the case when set-valued mapping is the reachable set of a linear autonomous controlled system is considered. In several settings, the linear convergence is proven. The methods used in proofs follow those introduced by B.T. Polyak for the case where Lezanski–Polyak–Lojasiewicz condition holds. Unlike algorithms that use approximation of the reachable set, the proposed algorithms depend far less on dimension and other parameters of the problem. Efficient error estimation is possible. Numerical experiments confirm the effectiveness of the considered approach. This approach can also be applied to various set-theoretical problems with general set-valued mappings.

Abstract Image

Abstract Image

论多值映射的若干问题
摘要 我们考虑了一些具有集值映射的问题,这些问题可以简化为单位球面上均质 Lipschitz 函数的最小化。在某些情况下,后一个问题可以用一阶算法--梯度投影法来解决。作为例子之一,我们考虑了集值映射是线性自主控制系统可达集的情况。在几种情况下,都证明了线性收敛性。证明中使用的方法沿用了 B.T. Polyak 针对 Lezanski-Polyak-Lojasiewicz 条件成立的情况提出的方法。与使用可达集近似值的算法不同,所提出的算法对问题的维度和其他参数的依赖性要小得多。高效的误差估计是可能的。数值实验证实了所考虑方法的有效性。这种方法也可应用于具有一般集值映射的各种集合理论问题。
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来源期刊
Automation and Remote Control
Automation and Remote Control 工程技术-仪器仪表
CiteScore
1.70
自引率
28.60%
发文量
90
审稿时长
3-8 weeks
期刊介绍: Automation and Remote Control is one of the first journals on control theory. The scope of the journal is control theory problems and applications. The journal publishes reviews, original articles, and short communications (deterministic, stochastic, adaptive, and robust formulations) and its applications (computer control, components and instruments, process control, social and economy control, etc.).
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