Compressed sensing for real measurements of quaternion signals

被引:9
|
作者
Badenska, Agnieszka [1 ]
Blaszczyk, Lukasz [1 ,2 ]
机构
[1] Warsaw Univ Technol, Fac Math & Informat Sci, Ul Koszykowa 75, PL-00662 Warsaw, Poland
[2] Warsaw Univ Technol, Inst Radioelect & Multimedia Technol, Ul Nowowiejska 15-19, PL-00665 Warsaw, Poland
来源
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS | 2017年 / 354卷 / 13期
关键词
24;
D O I
10.1016/j.jfranklin.2017.06.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper concerns compressed sensing methods in the quaternion algebra. We prove that it is possible to uniquely reconstruct - by l(1) norm minimization - a sparse quaternion signal from a limited number of its real linear measurements, provided the measurement matrix satisfies so-called restricted isometry property with a sufficiently small constant. We also provide error estimates for the approximated reconstruction of a non-sparse quaternion signal from noisy and noiseless data. (C) 2017 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:5753 / 5769
页数:17
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