DocumentCode :
1441783
Title :
A suboptimal algorithm for modulation classification
Author :
Yang, Yawpo ; Soliman, Samir S.
Author_Institution :
Chung Cheng Inst. of Technol., Taoyuan, Taiwan
Volume :
33
Issue :
1
fYear :
1997
Firstpage :
38
Lastpage :
45
Abstract :
In this paper we present a suboptimal algorithm for modulation classification to classify the general M-ary phase-shifted keying (MPSK) signal buried in additive white Gaussian noise (AWGN). We first derive the phase density functions of MPSK signals, then develop the required statistics for modulation classification and demonstrate a classifier for CW, binary phase-shifted keying (BPSK), quadrature phase-shifted keying (QPSK), and 8PSK. The structure of the proposed classifier is flexible and is easy to expand. The performance of classifier is evaluated in terms of the probability of successful classification. An example (BPSK/QPSK case) is provided to demonstrate the capabilities of the proposed classifier. The performance is evaluated through the theoretical approach and the Monte Carlo computer simulations and is compared with that previously published in 1992. It is shown that the performance of the proposed classifier is better. Further improvement in performance can be obtained by increasing the length of observation interval.
Keywords :
Gaussian noise; Monte Carlo methods; digital simulation; pattern classification; performance evaluation; phase shift keying; probability; signal processing; simulation; statistical analysis; white noise; 8PSK; BPSK; CW; M-ary phase-shifted keying signal; MPSK signals; Monte Carlo computer simulation; QPSK; additive white Gaussian noise; binary phase-shifted keying; modulation classification; performance; phase density functions; quadrature phase-shifted keying; statistics; suboptimal algorithm; AWGN; Additive white noise; Binary phase shift keying; Classification algorithms; Density functional theory; Monte Carlo methods; Phase modulation; Probability; Quadrature phase shift keying; Statistics;
fLanguage :
English
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9251
Type :
jour
DOI :
10.1109/7.570706
Filename :
570706
Link To Document :
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