A Novel Dictionaries Preconditioning Algorithm for Compressive Sensing

摘要：

A Novel dictionaries preconditioning algorithm for compressive sensing is proposed in this paper. This algorithm uses alternating projection method to construct sensing and measurement dictionaries with low mutual and cumulative cross coherence. The coherence property of the constructed dictionaries is superior to those constructed by Schnass method and by Dictionaries Construction algorithm. The complexity and computation amount is lower than Dictionaries Construction algorithm. The constructed dictionaries improve the performance of OMP and SP algorithms.

关键词： Compressive sensing sensing dictionary alternating projection

作者: Zhang Chao He Yi Li Bo

作者单位: Xian Communications Institute, Xian, 710106, China School of Astronautics, Harbin Institute of Technology, Harbin Heilongjiang 50001,China

会议类型: 国际会议

会议名称: 2011 3nd International Conference on Mechanical and Electronics Engineering(2011年第三届机械与电子工程国际会议 ICMEE2011)

会议地点: 合肥

会议语种:英文

页码: 183-187

在线出版日期: 2011-09-23（万方平台首次上网日期，不代表论文的发表时间）