“…We call (1.1) the singular saddle-point problem. A number of effective methods have been proposed in the literature to solve the singular saddle-point problems, such as the Uzawa-type methods [8][9][10][11], Krylov subspace methods [12,13] and matrix splitting iteration methods [14][15][16][17][18] Based on the above splitting, Bai et al [19] proposed an HSS iteration method for solving non-Hermitian positive definite system of linear equations. The iteration scheme of the HSS method used for solving Au ¼ q can be written as ðaI þ HÞu ðkþ1=2Þ ¼ ðaI À SÞu ðkÞ þ q; ðaI þ SÞu ðkþ1Þ ¼ ðaI À HÞu ðkþ1=2Þ þ q; where a is a positive iteration parameter and TðaÞ ¼ ðaI þ SÞ À1 ðaI À HÞðaI þ HÞ À1 ðaI À SÞ ¼ ðaI þ SÞ À1 ðaI þ HÞ À1 ðaI À HÞðaI À SÞ;…”