Title :
Effect of Carrier Offset on the Classification of Phase Shift Keying Modulation using the Subtraction of Two Consecutive Signal Values
Author :
Mustafa, Hossen ; Doroslovacki, Milos
Author_Institution :
Dept. of Electr. & Comput. Eng., George Washington Univ., DC, USA
Abstract :
In this paper we study the effect of carrier offset on a feature distinguishing binary phase shift keying and quadrature phase shift keying. The feature is based on the subtraction of two consecutive signal values and the kurtosis of the absolute value of this subtraction. The paper compares performance of the proposed feature to a cumulant based feature when both are used in a support vector machine classifier. Also the paper compares the proposed-feature based classification to the maximum likelihood classification and to the quasi-log-likelihood ratio classifier. The simulation results showed that the proposed feature classifier has a robust performance with respect to carrier offset compared to the other above mentioned classifiers.
Keywords :
feature extraction; quadrature phase shift keying; signal classification; support vector machines; binary phase shift keying; carrier offset; cumulant based feature; phase shift keying modulation; quadrature phase shift keying; signal values; support vector machine classifier; Algorithm design and analysis; Binary phase shift keying; Classification algorithms; Pattern recognition; Phase modulation; Phase shift keying; Quadrature phase shift keying; Signal processing; Support vector machine classification; Support vector machines; Feature extraction; Maximum likelihood detection; Pattern classification; Phase shift keying; Quadrature phase shift keying;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.367080