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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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bnt
如何使用贝叶斯网络工具箱,内容源代码很详细。(how to use the bayes network box)
- 2013-05-25 00:18:55下载
- 积分:1
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KSVD
说明: ksvd字典学习,KSVD算法程序,完成KSVD重构字典的程序(Ksvd dictionary learning KSVD algorithm program to complete the dictionary KSVD reconstruction program)
- 2019-11-20 21:05:24下载
- 积分:1
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ELM
MATLAB实现ELM算法,并附带UCI经典数据。(MATLAB realization ELM algorithm, along with the classic UCI data.)
- 2021-03-01 01:09:35下载
- 积分:1
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Mie-scattering-Matlab
MATLAB函数的mie散射和吸收 MATLAB Functions for Mie Scattering and Absorption(MATLAB Functions for Mie Scattering and Absorption。A set of Mie functions has been developed in MATLAB to compute the four Mie
coefficients an, bn, cn and dn, efficiencies of extinction, scattering, backscattering
and absorption, the asymmetry parameter, and the two angular scattering functions S1 and S2.)
- 2014-02-22 15:07:10下载
- 积分:1
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hpsooption
有关粒子群算法的源代码,matlab编写,希望对需要的朋友有用。(the PSO source code, Matlab prepared, and I hope to the needs of useful friends.)
- 2007-01-19 21:51:37下载
- 积分:1
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eusipco2006presentation_ari_hottinen
Subcarrier Allocation in a Multiuser
MIMO Channel Using Linear
Programming
(err)
- 2007-04-17 09:08:37下载
- 积分:1
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matlab-100-examples
matlab 100个小程序的示范例子,有界面的输入,交互性不错。(demonstration examples Matlab 100 small programs, interface input, good interactivity.)
- 2013-03-21 16:34:10下载
- 积分:1
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fibo1
Fibonacci Numbers, the Golden section and the Golden String
- 2012-02-14 18:32:43下载
- 积分:1
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MATLAB_plot_mesh_etc_examples
MATALB中关于绘图和图像操作的实例,由目录由源程序,很全面.还包括矩阵的基操作和GUI设计等等 .(MATALB on mapping and image manipulation examples, from the directory from the source, to be comprehensive. Also includes the matrix-based operations and GUI design and so on.)
- 2010-02-07 14:49:46下载
- 积分:1