In this paper, we analyze the convergence properties of projected non-stationary block iterative methods (P-BIM) aiming to find a constrained solution large linear, usually both noisy and ill-conditioned, systems equations. We split error kth iterate into noise iteration error, consider each separately. The is treated for more general algorithm, also suited solving feasibility problems in Hilbe...