Detect radio bursts with variying intensity
pip install kalman_detector==0.0.3
Implementing the Kalman filter detector for detecting smoothly variying signals buried in gaussian noise (like fast radio bursts).
[Please do not use yet]
#Using the Kalman Score:
kalman_transition_sigma_list, coeffs = kalman_prepare_coeffs(channel_stds, kalman_transition_sigma_list, n_random)
stds[i] = var[sig[i]] sig_ts = [list of transition stds for the smooth noise process] #coeffs = [coefficients for the tail distribution of the score. computed using previous function]
significance_kalman = kalman_significance(sig, stds, sig_ts, coeffs)