Title :
Classification of co-channel communication signals using cyclic cumulants
Author :
Spooner, Chad M.
Author_Institution :
Mission Res. Corp., Monterey, CA, USA
fDate :
Oct. 30 1995-Nov. 1 1995
Abstract :
Traditional methods of signal classification, including phase and frequency histograms, modulus measurements, and power-spectrum measurements, fail when the signal-to-noise ratio is sufficiently low or when there are interfering signals present. These methods fail because the interfering signals and noise contribute substantially to the measured values of the classification features, thereby obscuring the contribution to the measurement from the signal of interest. The required signal selectivity of classification features for this situation can, in some instances be provided by features based on the cyclostationarity of both the signal of interest and the interferers. A set of cyclic-cumulant-based features for signal classification is proposed and analyzed, and results of classification experiments using simulated data are presented. The simulation results reveal that each of a number of spectrally overlapping signals can be successfully classified by measuring and processing the proposed features.
Keywords :
cochannel interference; feature extraction; higher order statistics; modulation; signal processing; spectral analysis; telecommunication channels; classification experiments; classification features; cochannel communication signals; cyclic cumulants; feature measurement; feature processing; frequency histograms; interfering signals; modulation classification; modulus measurements; noise; phase histograms; power spectrum measurements; signal classification; signal of interest; signal selectivity; signal-to-noise ratio; simulated data; simulation results; spectrally overlapping signal; Analytical models; Data models; Frequency measurement; Histograms; Noise measurement; Pattern classification; Phase measurement; Signal processing; Signal to noise ratio; Size measurement;
Conference_Titel :
Signals, Systems and Computers, 1995. 1995 Conference Record of the Twenty-Ninth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-8186-7370-2
DOI :
10.1109/ACSSC.1995.540605