Higher-order correlation-based approach to modulation classification of digitally frequency-modulated signals

作者: B.F. Beidas , C.L. Weber

DOI: 10.1109/49.363142

关键词: Digital signalFrequency modulationAlgorithmModulationEnergy (signal processing)StatisticsWidebandFrequency-shift keyingAdditive white Gaussian noiseComputer scienceWhite noiseGaussian noise

摘要: A general framework that theoretically links the higher-order correlation (HOC) domain with statistical decision theory is explored. It then applied to problem of classification M-ary frequency shift keying (MFSK) signals when contaminated by additive white Gaussian noise (AWGN). In particular, we propose a novel class classifiers utilizes time-domain HOC operations while completely avoiding explicit determination spectrum observed signal. shown this method delivers performance tightly lower-bounds optimal likelihood-ratio test. addition, intrinsically wideband HOC-based possesses an immunity imperfect knowledge exact locations. Substantial improvement also reported over energy-based rule whenever it applicable. >

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