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Research-on-Compressed-Sensing
经典的香农采样定理认为,为了不失真地恢复模拟信号,采样频率应该不小于奈奎斯特频率(即模拟信号
频谱中的最高频率)的两倍.但是其中除了利用到信号是有限带宽的假设外,没利用任何的其它先验信息.采集到
的数据存在很大程度的冗余.Donoho等人提出的压缩感知方法(Compressed Sensing或Compressive Sampling,
CS)充分运用了大部分信号在预知的一组基上可以稀疏表示这一先验信息,利用随机投影实现了在远低于奈奎斯
特频率的采样频率下对压缩数据的直接采集.该方法不仅为降低采样频率提供了一种新思路,也为其它科学领域
的研究提供了新的契机.该文综述性地阐述了压缩感知方法的基本原理,给出了其中的一些约束问题和估计方法,
并介绍压缩感知理论的相关问题———矩阵填充,最后讨论了其未来可能的应用前景.
(According to the conventional Shannon s sampling theorem,in order to represent the
analog signal,the sampling rate should not be less than twice the Nyquist sampling rate.Howev-
er,this theorem only makes use of the bandwidth information.As a result,the collected data
contain many redundant information.The recently proposed sampling method,compressed sens-
ing or compressive sampling(CS),can collect compressed data at the sampling rate much lower
than that needed in Shannon s sampling theorem by exploring the compressibility of the signal.
This paper presents a review on the basic theory of CS.Some of the restrictions and recovery
methods in CS are also discussed.Finally,some potential applications based on CS are presented.
)
- 2014-09-04 15:25:07下载
- 积分:1
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Matrix-Checking-Functions
Matlab Functions for determining if certaion matrix is:
1) Symmetric
2) Lower/Upper triangular (Unit/Strictly/Non-Strictly)
3) n-Banded
4) (Strictly) Diagonally Dominant
5) Isn t it positive definite
- 2012-10-21 03:36:20下载
- 积分:1
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OnlineSVR
在线的SVR实现,Matlab版本实现。(Online SVR, matlab version.)
- 2021-04-23 14:48:48下载
- 积分:1
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2D-FDTD
时域有限差分法的2维代码~~~~很详细的,大家可以看看~~~~(Finite-difference time-domain 2 dimensions of the code
)
- 2010-12-21 17:34:45下载
- 积分:1
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zhuchengfen
利用matlab软件进行主成分分析,并做成图形用户界面(Using matlab software for principal component analysis, and made the graphical user interface)
- 2012-05-23 15:23:26下载
- 积分:1
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lunwenchengxu
利用matlab编程,来实现基于提升复小波的暂态电能质量扰动的检测。(Use matlab to achieve the detection of complex wavelet based on lifting transient power quality disturbances.)
- 2014-01-09 17:22:26下载
- 积分:1
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Alien
Formation of Alien in matlab..............
- 2014-02-20 22:23:06下载
- 积分:1
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Greypre
灰色系统预测,灰色系统的预处理,关联度分析(Grey system prediction, gray system pretreatment, association analysis)
- 2010-07-01 09:58:23下载
- 积分:1
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tushuguanli
数据管理、记录浏览、借还操作(借书、还书、续借、更新、删除、添加)等功能。(Data management, record visit, through further operations (borrowing, but also books, renew, update, delete, add) and other functions.)
- 2009-12-30 15:09:00下载
- 积分:1
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simulation_of_power_network
Simulation of power network 110 kV/22 kV in Slovak republic (Lucenec, Rimavska Sobota). Designed in Matlab 7.0.1, release 14.
- 2009-06-18 19:52:57下载
- 积分:1