Title :
Statistical aspects concerning signal coherence applied to randomly modulated periodic signals
Author :
Felix, Leonardo B. ; De Sá, Antonio Mauricio F L Miranda ; Mendes, Eduardo M A M ; Moraes, Márcio F D
Author_Institution :
Dept. de Engenharia Eletronica, Univ. Fed. de Minas Gerais, Belo Horizonte, Brazil
Abstract :
The signal coherence (SC) function was developed for detecting signals that exhibit an inherent nondeterminism in their genesis. To allow the use of this technique as an objective response detector, the necessary statistical apparatus is developed in this letter. It is shown that SC is, in fact, a deterministic transformation of the magnitude-squared coherence (MSC) function, whose sampling distribution has been recently derived, between a random signal and a deterministic signal. As a result, it is demonstrated that both SC and MSC exhibit virtually identical performances in the detection of randomly modulated signals.
Keywords :
modulation; signal detection; signal sampling; statistical analysis; MSC function; SC function; deterministic signal; deterministic transformation; magnitude-squared coherence; objective response detector; random modulated periodic signal; sampling distribution; signal coherence; signal detection; statistical aspect; Amplitude estimation; Detectors; Frequency domain analysis; Information retrieval; Noise level; Sampling methods; Signal analysis; Signal detection; Signal processing; Statistical distributions; Magnitude-squared coherence (MSC); randomly modulated signals; signal coherence; signal detection;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2005.861596