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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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framedifferencemethod
基于帧差法的运动目标检测的matlab代码(Frame difference method based on moving object detection matlab code)
- 2010-12-13 21:33:07下载
- 积分:1
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emrpad30
EMRPad3开发文档,及模板介绍,破解的方法另行讨论(EMRPad3 development documentation, and template description, the method further discussion of crack)
- 2011-02-08 11:57:39下载
- 积分:1
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svpwmnibianqi
svpwm控制逆变器,在matlab simulink仿真环境下运行通过。需要的朋友可以下载。(three phase inverter ,use in the matlab simulink and sucefully pass.)
- 2012-04-22 11:04:54下载
- 积分:1
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zCrossing
Voice activity detection using zero crossing criterion.
- 2014-08-08 15:27:23下载
- 积分:1
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Mdepth
换热器各管路流量分配及压力计算,优化管路设计(flow and pressure distribution )
- 2020-06-29 12:40:01下载
- 积分:1
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Oscillation
CAPABILITY OF STATCOM AND SSSC DAMPING CONTROL TO IMPROVE POWER
SYSTEM OSCILLATION STABILITY
- 2013-09-27 09:22:55下载
- 积分:1
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灰色预测模型GM(1,n)
灰色预测模型GM(1,n)模型的matlab源代码(Grey prediction model GM (1, n) model of the source code matlab)
- 2011-01-16 11:37:02下载
- 积分:1
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Nonlinear-Transfer-Function-Based-Local-Approach
Nonlinear Transfer Function-Based Local Approach
IEEE research paper on image processing
- 2012-05-16 19:16:23下载
- 积分:1
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PatternProjectCODE
pattern recognition project in matlab
- 2011-07-24 02:20:07下载
- 积分:1