Reliable bounding of the implicitly defined sets with applications to robotics

被引:1
|
作者
Maminov, Artem D. [1 ,2 ]
Posypkin, Mikhail A. [1 ,2 ]
Shary, Sergey P. [3 ]
机构
[1] Russian Acad Sci, Fed Res Ctr Comp Sci & Control, 44-2 Vavilova St, Moscow 119333, Russia
[2] HSE Univ, 20 Myasnitskaya Ulitsa, Moscow 101000, Russia
[3] Fed Res Ctr Informat & Computat Technol, 6 Acad MA Lavrentiev Ave, Novosibirsk 630090, Russia
来源
14TH INTERNATIONAL SYMPOSIUM INTELLIGENT SYSTEMS | 2021年 / 186卷
基金
俄罗斯科学基金会;
关键词
Brouwer fixed point theorem; Krawczyk operator; interval analysis; Baumann theorem; implicitly set; 2-DOF;
D O I
10.1016/j.procs.2021.04.142
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The article considers approximation of solution sets to indeterminate systems for non-linear equations. We developed a method to obtain inner and outer approximations of such sets. The method uses interval analysis techniques and relies on the Krawczyk operator and its modification based on the Baumann bicentered interval extension. We developed software that efficiently constructs and visualizes the computed approximations of the solution sets for systems of non-linear equations. The software is implemented in Python programming language and is available for free download and use. Finding the solution set of indeterminate systems of equations finds at least one important application in practice: bounding the workspace of a robotic manipulator. We perform experiments for the 2-RPR robot and evaluate the tightness of the obtained approximations. As expected the Krawczyk bicentered method noticeably improves the quality of approximations as compared with the classical Krawczyk operator. (C) 2021 The Authors. Published by Elsevier B.V.
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页码:227 / 234
页数:8
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