The problem of detection radio signals in a priori indeterminate conditions is considered. The research is based on statistical simulation of Manna-Whitney and binary rank detectors and analyzing the effectiveness of their probabilistic characteristics. The efficiency of non-parametric detectors in the absence of a priori information about signal-noise situation is revealed.