“…Recently, a lot of efforts have been spent on iteration methods for the problem (1.1). The list of the methods studied includes classical Uzawa iteration method [2] and its generalisations [13,20,28,31], Hermitian and skew-Hermitian splitting (HSS) iteration methods [11] and its variants [9,10,26,33,45], shift-splitting iteration methods [1,14,[22][23][24]29,41,42], residual reduction algorithms [3] and Krylov subspace iteration methods [40]. If is a non-Hermitian and/or ill-conditioned matrix, the preconditioning is often used to accelerate the convergence.…”