[PDF][PDF] 压缩感知理论及其研究进展

石光明, 刘丹华, 高大化, 刘哲, 林杰, 王良君 - 电子学报, 2009 - ejournal.org.cn
信号采样是联系模拟信源和数字信息的桥梁. 人们对信息的巨量需求造成了信号采样,
传输和存储的巨大压力. 如何缓解这种压力又能有效提取承载在信号中的有用信息是信号与信息 …

Compressed sensing for wireless communications: Useful tips and tricks

JW Choi, B Shim, Y Ding, B Rao… - … Surveys & Tutorials, 2017 - ieeexplore.ieee.org
As a paradigm to recover the sparse signal from a small set of linear measurements,
compressed sensing (CS) has stimulated a great deal of interest in recent years. In order to …

[PDF][PDF] 压缩传感综述

李树涛, 魏丹 - 自动化学报, 2009 - aas.net.cn
摘要在传统采样过程中, 为了避免信号失真, 采样频率不得低于信号最高频率的2 倍.
然而对于数字图像, 视频的获取, 依照香农(Shannon) 定理会导致海量采样数据 …

Channel estimation via orthogonal matching pursuit for hybrid MIMO systems in millimeter wave communications

J Lee, GT Gil, YH Lee - IEEE Transactions on Communications, 2016 - ieeexplore.ieee.org
We propose an efficient open-loop channel estimator for a millimeter-wave (mm-wave)
hybrid multiple-input multiple-output (MIMO) system consisting of radio-frequency (RF) …

[图书][B] An invitation to compressive sensing

S Foucart, H Rauhut, S Foucart, H Rauhut - 2013 - Springer
This first chapter formulates the objectives of compressive sensing. It introduces the
standard compressive problem studied throughout the book and reveals its ubiquity in many …

[图书][B] Compressed sensing: theory and applications

YC Eldar, G Kutyniok - 2012 - books.google.com
Compressed sensing is an exciting, rapidly growing field, attracting considerable attention in
electrical engineering, applied mathematics, statistics and computer science. This book …

Image super-resolution via sparse representation

J Yang, J Wright, TS Huang… - IEEE transactions on image …, 2010 - ieeexplore.ieee.org
This paper presents a new approach to single-image superresolution, based upon sparse
signal representation. Research on image statistics suggests that image patches can be well …

Robust face recognition via sparse representation

J Wright, AY Yang, A Ganesh… - IEEE transactions on …, 2008 - ieeexplore.ieee.org
We consider the problem of automatically recognizing human faces from frontal views with
varying expression and illumination, as well as occlusion and disguise. We cast the …

A compressive sensing-based approach to end-to-end network traffic reconstruction

D Jiang, W Wang, L Shi, H Song - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Estimation of end-to-end network traffic plays an important role in traffic engineering and
network planning. The direct measurement of a network's traffic matrix consumes large …

Compressed sensing with coherent and redundant dictionaries

EJ Candes, YC Eldar, D Needell, P Randall - Applied and Computational …, 2011 - Elsevier
This article presents novel results concerning the recovery of signals from undersampled
data in the common situation where such signals are not sparse in an orthonormal basis or …