A comparison of zonotope order reduction techniques

被引:52
|
作者
Yang, Xuejiao [1 ]
Scott, Joseph K. [1 ]
机构
[1] Clemson Univ, Dept Chem & Biomol Engn, Clemson, SC 29634 USA
关键词
FAULT-DETECTION; REACHABILITY ANALYSIS; UNCERTAIN PARAMETERS; INPUT-DESIGN; SYSTEMS; CONVERGENCE; OBSERVERS;
D O I
10.1016/j.automatica.2018.06.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This brief paper provides a comparison of methods for enclosing a given zonotope within another of lower complexity, commonly called order reduction. These techniques are essential for maintaining efficiency in recursive computations with zonotopes and are widely used in set-based estimation, hybrid systems verification, and fault detection. We first review existing methods and provide a new theoretical analysis of the method recently introduced by Scott et al. (2016). We then compare methods in terms of computational cost and overestimation error, and investigate the effects of zonotope dimension, initial order, and reduced order on these metrics. These results provide valuable guidance for the design of robust estimation and control algorithms that more effectively balance accuracy with computational cost. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:378 / 384
页数:7
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