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A novel dictionaries preconditioning algorithm for compressive sensing

  • Chao Zhang*
  • , Yi He
  • , Bo Li
  • *Corresponding author for this work
  • Xi'an Communication Institute
  • School of Astronautics, Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publicationMechanical and Electronics Engineering III
Pages183-187
Number of pages5
DOIs
StatePublished - 2012
Externally publishedYes
Event2011 3rd International Conference on Mechanical and Electronics Engineering, ICMEE 2011 - Hefei, China
Duration: 23 Sep 201125 Sep 2011

Publication series

NameApplied Mechanics and Materials
Volume130-134
ISSN (Print)1660-9336
ISSN (Electronic)1662-7482

Conference

Conference2011 3rd International Conference on Mechanical and Electronics Engineering, ICMEE 2011
Country/TerritoryChina
CityHefei
Period23/09/1125/09/11

Keywords

  • Alternating projection
  • Compressive sensing
  • Sensing dictionary

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