کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
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4599089 | 1631120 | 2015 | 17 صفحه PDF | دانلود رایگان |
For any rational number h and all sufficiently large n we give a deterministic construction for an n×⌊hn⌋n×⌊hn⌋ compressed sensing matrix with (ℓ1,t)(ℓ1,t)-recoverability where t=O(n). Our method uses pairwise balanced designs and complex Hadamard matrices in the construction of ϵ -equiangular frames, which we introduce as a generalisation of equiangular tight frames. The method is general and produces good compressed sensing matrices from any appropriately chosen pairwise balanced design. The (ℓ1,t)(ℓ1,t)-recoverability performance is specified as a simple function of the parameters of the design. To obtain our asymptotic existence result we prove new results on the existence of pairwise balanced designs in which the numbers of blocks of each size are specified.
Journal: Linear Algebra and its Applications - Volume 475, 15 June 2015, Pages 134–150