IEEE Transactions on Communications · 2006 · 43 citations · 23 references
EngineeringComputer ScienceElectrical EngineeringBiomedical Signal ProcessingCryptographyInformation TheoryDetector TechnologyDigital Signal ProcessingSignal DetectionSignal Detection TheorySignal ProcessingAdditive NoiseAdditive White Gaussian Noise ChannelDetectorsEnergy DetectionPhase Shift KeyingSignal-to-noise RatioWhite Noise
We propose computationally inexpensive and efficient solutions for signal activity detection of phase-shift keying (PSK) signals in additive white Gaussian noise. We consider the complex amplitude of the signal as well as the information sequence as the unknown parameters. In addition, the noise variance is assumed unknown. We derive the generalized likelihood ratio test (GLRT) and suggest a computationally efficient implementation thereof. Furthermore, we develop a new inexpensive detector for binary PSK signals, which we will refer to as the generalized energy detector. To evaluate the performance of these detectors, we attempt to derive a uniformly most powerful invariant test (UMPI) as an optimal detector. It turns out that the UMPI test exists only if the signal-to-noise ratio is known. We use this UMPI test in order to obtain an upper-bound performance for the evaluation of invariant detectors, such as the above-mentioned GLRT. Simulation results illustrate and compare the performance and the efficiency of the proposed signal activity detectors.
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Fundamentals of Statistical Signal Processing: Estimation Theory
Sailes K. Sengijpta · Technometrics · 1995 · 11.3K citations
Testing Statistical Hypothesis.
C. F. Crouse, E. L. Lehmann · Biometrika · 1960 · 754 citations