Compressed Sensing Reconstruction Algorithms with Prior Information: Logit Weight Simultaneous Orthogonal Matching Pursuit
作者： Zhilin Li , Wenbo Xu , Yun Tian , Yue Wang , Jiaru Lin
DOI: 10.1109/VTCSPRING.2014.7022862
关键词:
摘要: Prior information is easily obtained in many applications of compressed sensing. This paper considers the sparse signal recovery using certain types prior information. Our major contribution proposing two novel reconstruction algorithms with named as logit weight simultaneous orthogonal matching pursuit (LW-SOMP) and amplitude (LW-SOMP-A) for joint sparsity model distributed Simulation results demonstrate improved performance proposed (with respect to conventional algorithm).
sci-hub.se 参考文章(19)
Michael B. Wakin, Shriram Sarvotham, Richard G. Baraniuk, Dror Z. Baron, Marco F. Duarte, Mark Davenport, Method and apparatus for distributed compressed sensing United States Patent and Trademark Office. ,(2006)
Scott Shaobing Chen, David L. Donoho, Michael A. Saunders, Atomic Decomposition by Basis Pursuit SIAM Journal on Scientific Computing. ,vol. 20, pp. 33- 61 ,(1998) , 10.1137/S1064827596304010
Wenbo Xu, Jiaru Lin, Kai Niu, Zhiqiang He, On the Performance of Compressed Sensing with Partially Correct Support Wireless Personal Communications. ,vol. 69, pp. 1877- 1884 ,(2013) , 10.1007/S11277-012-0668-5
Wei Lu, Namrata Vaswani, Regularized Modified BPDN for Noisy Sparse Reconstruction With Partial Erroneous Support and Signal Value Knowledge IEEE Transactions on Signal Processing. ,vol. 60, pp. 182- 196 ,(2012) , 10.1109/TSP.2011.2170981
Xiaohan Yu, Seung Jun Baek, Sufficient Conditions on Stable Recovery of Sparse Signals With Partial Support Information IEEE Signal Processing Letters. ,vol. 20, pp. 539- 542 ,(2013) , 10.1109/LSP.2013.2254712
Michael B. Wakin, Jason N. Laska, Marco F. Duarte, Dror Baron, Shriram Sarvotham, Dharmpal Takhar, Kevin F. Kelly, Richard G. Baraniuk, An Architecture for Compressive Imaging international conference on image processing. pp. 1273- 1276 ,(2006) , 10.1109/ICIP.2006.312577
Jonathan Scarlett, Jamie S. Evans, Subhrakanti Dey, Compressed Sensing With Prior Information: Information-Theoretic Limits and Practical Decoders IEEE Transactions on Signal Processing. ,vol. 61, pp. 427- 439 ,(2013) , 10.1109/TSP.2012.2225051
Michael P. Friedlander, Hassan Mansour, Rayan Saab, Özgür Yilmaz, Recovering Compressively Sampled Signals Using Partial Support Information IEEE Transactions on Information Theory. ,vol. 58, pp. 1122- 1134 ,(2012) , 10.1109/TIT.2011.2167214
E.J. Candes, M.B. Wakin, An Introduction To Compressive Sampling IEEE Signal Processing Magazine. ,vol. 25, pp. 21- 30 ,(2008) , 10.1109/MSP.2007.914731
Joel A. Tropp, Anna C. Gilbert, Signal Recovery From Random Measurements Via Orthogonal Matching Pursuit IEEE Transactions on Information Theory. ,vol. 53, pp. 4655- 4666 ,(2007) , 10.1109/TIT.2007.909108