
-pAlgorithm is to iterate convergence and real time performances. Therefore, the EIRLS-pand sEIRLS-palgorithms were proposed to extend IRLS-pas a family of algorithms for the matrix rank minimization problem,and to improve IRLS-pimplementations performances of successive iterates convergence and real time. Validating results show that both EIRLS-0and sEIRLS-0perform better than singular value thresholding (SVT) algorithm. At the same time, it was observed that sEIRLS-0performs better than iterative hard thresholding algorithm(IHT) when there is no apriori information on the low rank solution.