Assume that the state-space model xn = xn−1+vn, yn = xn+wn for the one-dimensional state xn is given, where vn ∼ N(0, τ 2 ), wn ∼ N(0,1) and x0 ∼ N(0,102 ).
(1) Show the Kalman filter algorithm for this model.
(2) Show the relation between Vn+1|n and Vn|n−1 .
(3) If Vn|n−1 → V as n → ∞, show that V satisfies the equation V 2 − τ 2V −τ 2 = 0.
(4) Consider the Kalman filter algorithm as n → ∞ (stationary Kalman filter).
Already registered? Login
Not Account? Sign up
Enter your email address to reset your password
Back to Login? Click here