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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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Gabor
Gabor滤波器,40个Gabor滤波器,可以立即实现的(Gabor filters)
- 2013-11-07 12:43:53下载
- 积分:1
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yhzgah_sars
用matlab编写的用遗传算法优化的神经网络的算法,读者可以根据需要进行相应参数的定义。(Prepared using matlab optimization using genetic algorithm neural network algorithm, readers can be required to carry out the corresponding definition of parameters.)
- 2009-03-14 12:44:57下载
- 积分:1
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art-3A10.1007-2Fs11771-010-0521-5
SPRINGER PAPER FOR EMPIRICAL ODE DECOMPOSITION
- 2013-12-14 22:23:46下载
- 积分:1
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yichuansuanfa
使用遗传算法优化风、光、燃气互补发电最佳配置(Genetic algorithm is used to optimize the optimal configuration of wind, light and gas complementary power generation)
- 2018-09-27 10:02:01下载
- 积分:1
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OFDM
A Matlab code to simulate an OFDM with zero padding
- 2013-10-07 01:45:14下载
- 积分:1
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FS
在多个特征中选取敏感特征,可以降低特征集的维数,提高分类准确率(Select the sensitive feature in multiple characteristics, can reduce the dimension of feature set, improving the classification accuracy
)
- 2013-12-03 11:32:49下载
- 积分:1
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wavelet_energy_spectrum
说明: 小波分解后的能量谱代码,通过计算每一节点能量构造小波能量谱(The energy spectrum code after wavelet decomposition is used to construct the wavelet energy spectrum by calculating the energy of each node)
- 2020-06-29 16:40:02下载
- 积分:1
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Hallen3
用MOM求解HALLEN S INTEGRAL EQUATION ,得出电流分布(Using MOM to solve HALLEN' S INTEGRAL EQUATION, draw current distribution)
- 2009-04-06 22:01:08下载
- 积分:1
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GPS-SINS位置组合程序(速度、位置误差曲线)
GPS/INS组合导航定位程序,亲测可用~~~~~(GPS/INS integrated navigation and positioning program, pro test available)
- 2021-03-25 17:19:14下载
- 积分:1