For the frequency-based initialization, the first insight is that if all the parameters to be estimated except the carrier frequency are held fixed, the least squares estimate of the carrier frequency is linear and can be easily computed; in fact this linear least squares estimate is approximately equal to, and can be replaced by, the average of the frequency measurements.