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LMI-based techniques for solving quadratic distance problems

机译:基于LMI的求解二次距离问题的技术

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The computation of the minimum distance from a point to a surface in a finite dimensional space is a key issue in several system analysis and control problems. This paper presents a general framework in which some classes of minimum distance problems are tackled via LMI techniques. Exploiting a suitable representation of homogeneous forms, a lower bound to the solution of a canonical quadratic distance problem is obtained by solving a one-parameter family of LMI optimization problems. Several properties of the proposed technique are discussed. In particular, tightness of the lower bound is investigated, providing both a simple algorithmic procedure for a posteriori optimality testing and a structural condition on the related homogeneous form that ensures optimality a priori. Extensive numerical simulations are reported showing promising performances of the proposed method.
机译:在有限维空间中的点到表面的最小距离的计算是若干系统分析和控制问题中的关键问题。本文介绍了一般框架,其中通过LMI技术解决了一些最小距离问题。利用均匀形式的合适表示,通过求解一个参数的LMI优化问题,获得了对规范二次距离问题的溶液的下限。讨论了所提出的技术的几种性质。特别地,研究了下界的紧密性,为后验最优性测试和相关均匀形式的结构条件提供了一种简单的算法过程,其确保最精确的优先级。报告了广泛的数值模拟,显示了所提出的方法的有希望的性能。

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