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This paper focuses on the signal detection problem using compressive measurements in the presence of correlated noise, and derives closed probability expressions of detection and false alarm, also provide the signal with which the best detection performance can be obtained. Moreover, the theoretical lower- and upper-bounds are provided. Finally, several numerical simulations are provided and discussed.
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