Issues of signal parameters estimation at optimal and non-optimal reception against fluctuation noise background are considered. Much attention is paid to calculating the variances of estimates of radio signal parameters with optimal reception of single and sequences of radio pulses against the background of additive correlated noise. Based on the use of the maximum function method, a number of approximations for the variances of the estimates are obtained.