“…Detection theory is fundamental to designing decision making system in signal processing problems. Applications of signal detection include radar signal detection [111], sonar signal processing [112], communication system [113], image processing [114], speech signal detection [115] and many others. Two most frequently used methods in signal detection are the Neyman-Pearson theorem (NP) [67] and the Bayesian approach [12], respectively, where NP detector is more suitable for signal detection in sonar/radar applications while the Bayesian approach is more appropriate for signal detection in communication systems.…”