Compressed Sensing in On-Grid MIMO Radar by Michael F. Minner

“…Recent advances of Compressive Sensing offer a means of efficiently accomplishing this task. …”
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Energy constraint Bayesian compressive sensing detection algorithm by Chun-hui ZHAO, Yun-long XU

Subjects: “…Bayesian compressive sensing…”
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Image Fusing by Block Compressed Sensing in Contourlet Domain by Aiping Tang, Hui Cao

Subjects: “…block compressed sensing…”
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Application of Compressive Sensing in Solving Monostatic Scattering Problems by Shui-Rong Chai, Li-Xin Guo, Long Li

“…In this paper, a new CS-FMM method that conjugates compressive sensing (CS) with the fast multipole method (FMM) is proposed and validated to efficiently solve monostatic scattering from an arbitrary conducting target. …”
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Compressed Sensing Based Fingerprint Identification for Wireless Transmitters by Caidan Zhao, Xiongpeng Wu, Lianfen Huang, Yan Yao, Yao-Chung Chang

“…Therefore, this paper proposes a new method to identify different wireless transmitters based on compressed sensing. A data acquisition system is designed to capture the wireless transmitter signals. …”
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Denoising recovery for compressive sensing based on selective measure by Li-ye PEI, Hua JIANG, Yue-liang MA

Subjects: “…compressive sensing…”
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Compressive Sensing Network Deeply Induced by Visual Mechanism by Mingkun Feng, Xiaole Han, Kai Zheng

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Deterministic Sensing Matrices in Compressive Sensing: A Survey by Thu L. N. Nguyen, Yoan Shin

“…One of the most concerns in compressive sensing is the construction of the sensing matrices. …”
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Block Compressed Sensing of Images Using Adaptive Granular Reconstruction by Ran Li, Hongbing Liu, Yu Zeng, Yanling Li

“…In the framework of block Compressed Sensing (CS), the reconstruction algorithm based on the Smoothed Projected Landweber (SPL) iteration can achieve the better rate-distortion performance with a low computational complexity, especially for using the Principle Components Analysis (PCA) to perform the adaptive hard-thresholding shrinkage. …”
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Microwave NDT/NDE Through Differential Bayesian Compressive Sensing by Marco Salucci, Lorenzo Poli, Giorgio Gottardi, Giacomo Oliveri, Luca Tosi, Andrea Massa

Subjects: “…Bayesian compressive sensing (BCS)…”
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Research of compressed sensing for predistortion with relatively low sampling frequency by Xin HU, Jian-kang WANG, Fei LIU, Lian-jun OU, Jun LIANG, Gang WANG, Ji-run LUO

Subjects: “…compressed sensing…”
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Reconstruction algorithm for block compressed sensing based on variation model by Jian CHEN, xiong SUKai, zhi YANGXiu, kui ZHENGMing, qun LINLi

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Improved RIP Conditions for Compressed Sensing with Coherent Tight Frames by Yao Wang, Jianjun Wang

“…This paper establishes new sufficient conditions on the restricted isometry property (RIP) for compressed sensing with coherent tight frames. One of our main results shows that the RIP (adapted to D) condition δk+θk,k<1 guarantees the stable recovery of all signals that are nearly k-sparse in terms of a coherent tight frame D via the l1-analysis method, which improves the existing ones in the literature.…”
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High resolution ISAR imaging algorithm based on compressive sensing by Shao-dong LI, Jun YANG, Xiao-yan MA

Subjects: “…compressed sensing…”
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Massive MIMO channel estimation and feedback based on compressed sensing by Pan MAO, Xiaoguang HUANG, Wei WANG, Jian SONG

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Multi-Scale Channel Distillation Network for Image Compressive Sensing by Tianyu Zhang, Kuntao Ye, Yue Zhang, Rui Lu

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Compressed Sensing Based Apple Image Measurement Matrix Selection by Ying Xiao, Wanlin Gao, Ganghong Zhang, Han Zhang

“…The purpose of this paper is to design a measurement matrix of apple image based on compressed sensing to realize low cost sampling apple image. …”
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A Novel Coherence Reduction Method in Compressed Sensing for DOA Estimation by Jing Liu, ChongZhao Han, XiangHua Yao, Feng Lian

“…This method is then extended to a more practical condition when highly coherent columns and incoherent columns are considered, for example, the direction of arrival (DOA) estimation problem in phased array radar system using compressed sensing. Numerical simulations show that the proposed method succeeds in identifying multiple targets in a sparse radar scene, where the compressed sensing method based on the original sensing matrix fails. …”
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Imaging method based on compressed sensing for the cognitive sparse aperture of ISAR by Feng-lian SUN, Qun ZHANG, Ying LUO, Fu-fei GU, Guo-zheng WANG

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Adaptive measurement rate setting method in block compressed sensing of images by Ran LI, Zong-liang GAN, UIZi-guan C, UMing-hu W, HUXiu-chang Z

Subjects: “…block compressed sensing…”
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