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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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tamura-texture
matlab中Tamura纹理特征的一种提取方法(A method in matlab about Tamura texture feature extraction )
- 2013-10-30 09:40:12下载
- 积分:1
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PFC3
一种效果显著的PFC仿真simulink模型,绝对具有参考价值。(PFC Simulink simulation model of a significant effect of the absolute, have reference value.
)
- 2014-12-29 21:21:45下载
- 积分:1
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shenjing
基于MATLAB/Simulink的
单机无穷大系统暂态稳定性仿真分析(Trasient stability Single—infinite MATLAB/Simulink Short circuit
faults)
- 2016-01-21 22:47:50下载
- 积分:1
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Ex-03
MATLAB小程序:MATLAB中使用正弦函数的在线求助 分类搜索 LOOKFOR指令的使用(MATLAB small : MATLAB use of the sine function classification search for help online orders using LOOKFOR)
- 2007-01-25 09:39:32下载
- 积分:1
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High-power-double--lasers-Simulation
高功率双包层光纤激光器及仿真,端面抽运的掺Yb双包层光纤激光器的基本理论及其仿真(High power double clad fiber lasers and simulation, end-pumped Yb-doped double-clad fiber lasers basic theory and simulation)
- 2013-08-27 09:47:37下载
- 积分:1
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polarization
用梯形法求角向偏振光Z-R面的光场及相位分布(With the trapezoidal method for the angle to the surface of the optical field polarization ZR and phase distribution)
- 2012-01-05 15:46:25下载
- 积分:1
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CS11010
LDPC about that i think so
- 2010-09-21 18:43:25下载
- 积分:1
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10
说明: matlab 运动模糊的滤波器 运动模糊的图像加上噪声(matlab matlab matlab matlab)
- 2010-04-24 09:03:29下载
- 积分:1
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Buck_digtal
一个关于降压BUCK电路的模型建立,很好很强大(BUCK a buck on the modeling circuit, a very powerful)
- 2011-09-02 21:15:53下载
- 积分:1