Projection matrix design using prior information in compressive sensing

This paper proposes a projection matrix design algorithm using prior information on sparse signal to reduce local cumulative coherence, since small local coherence can improve the sparse signal recovery rate. Local cumulative coherence describes the coherence between the atoms indexed by the support of the sparse signal and other atoms. Using prior information on the sparse signal, projection matrix design is formulated as an optimization …