The problem of nonlinear filtering for spacecraft navigation has been addressed. Two differential–algebra based higher-order nonlinear filters have been developed. Complexity and computational burden of standard higher-order approaches are reduced. The case of nonlinear measurements is also considered. Good performance in the case of complex dynamics and nonlinear measurement is shown.