Randomized penalty in detection of the number of signals

For the information theoretic criterion methods of detecting the number of signals, a penalty function which is of fixed form has been utilized. A new penalty, depending on samples, is introduced. It is shown that it gives a strongly consistent estimate of the number of signals. Simulation results show that for small samples, it performs well as compared with others, such as the Hannan criterion