This paper proposes state and fault estimations for uncertain time-varying nonlinear stochastic systems with unknown inputs. we suppose, the information about inputs is not perfectly known. For this purpose, in manuscript, developed a robust three-stage central difference Kalman filter (RThSCDKF). We used RThSCDKF model-based detection identification (FDI) hover mode of helicopter unmanned aeri...