Abstract: Using the modern time series analysis method, an unified Wiener state estimator is presented. It can handle the state estimation problems for descriptor and no descriptor systems in an unified form, and can handle the steady-state optimal filtering, smoothing and prediction problems in an unified framework. The solving of Diophantine equations and Riccati equations is avoided. A simulation example shows its usefulness.