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Frame-based block sparse compressed sensing via \(l_2/l_1\)-synthesis

  • Fengong Wu,
  • Penghong Zhong,
  • Huasong Xiao,
  • Chunmei Miao

摘要

In this paper, we consider the frame-based block sparse signal recovery via a \(l_2/l_1\) l 2 / l 1 -synthesis method. A new kind of null space property based on the given dictionary D(block D-NSP) is proposed. It is proved that sensing matrices satisfying the block D-NSP is not just a sufficient and necessary condition for the \(l_2/l_1\) l 2 / l 1 -synthesis method to exactly recover signals that are block sparse in frame D, but also a sufficient and necessary condition for the \(l_2/l_1\) l 2 / l 1 -synthesis to stably recover signals which are block-compressible in frame D. To the best of our knowledge, this new property is the first sufficient and necessary condition for successful signal recovery via the \(l_2/l_1\) l 2 / l 1 -synthesis. In addition, we also characterize the theoretical performance of recovering signals via the \(l_2/l_1\) l 2 / l 1 -synthesis in the case of the measurements are disturbed.