H/sup /spl infin// optima的全局唯一性测试

J. Helton, Marshall A. Whittlesey
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引用次数: 2

摘要

在H/sup /spl infin//函数空间上优化sup norm类型的性能函数是H/sup /spl infin//设计主题的核心。具有大量植物不确定性的问题通常是高度非凸的,因此可能有许多解决方案。在本文中,即使对于高度非凸问题,我们也给出了一个可以执行的测试,一旦计算出局部最优f*,就可以查看它是否是全局最优。我们发现的唯一性现象大量使用了H/sup /spl infin//属性,并且比其他类型的一般优化更强大。SISO控制最不直观的特性之一是,对于精心设置的H/sup /spl inf //问题,即使存在大量的植物不确定性,其(局部)最优也是唯一的。这样的问题可能是非凸的,所以事实是令人惊讶的。虽然MIMO控制的结果通常为假,但在本文中,我们描述的是具有唯一性的MIMO情况。本文的背景是几种竞争性能的同时(Pareto)优化/spl Gamma//sub 1/,…,/spl Gamma//下标e/,得到其解的唯一性结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Global uniqueness tests for H/sup /spl infin// optima
Optimization of sup norm type performance functions over the space of H/sup /spl infin// functions is central to the subject of H/sup /spl infin// design. Problems with a large amount of plant uncertainty are often highly nonconvex and therefore may have many solutions. In this article, even for highly nonconvex problems, we give a test one can perform, once a local optimum f* has been computed, to see if it is a global optimum. The uniqueness phenomena we discovered uses H/sup /spl infin// properties heavily and are considerably stronger than what occurs in other types of general optimization. One of the least intuitive properties of SISO control is that a (local) optimum for a carefully set up H/sup /spl infin// problem, even with large amounts of plant uncertainty, is unique. Such problems can be quite nonconvex so the fact is surprising. While the result is false in general for MIMO control, in this note we are describing MIMO situations where uniqueness holds. The setting in this paper is simultaneous (Pareto) optimization of several competing performances /spl Gamma//sub 1/,...,/spl Gamma//sub e/ and we obtain uniqueness results for its solutions.
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