The theory of signal detection using the Wigner -Ville Distribution (WVD) and the Cross WignerVille Distribution (XWVD) is reviewed, and applied to the signaturing, detection, and identification of some specific machine sounds -the individual cylinder firings of a marine engine.For this task, a 4 step procedure has been devised. The Autocorrelation Function (ACF) is first employed for ascertaining the number of engine cylinders and the firing rate of the engine. Crosscorrelation techniques are then used for detecting the occurrence of cylinder firing events. This is followed by the use WVD and XWVD based analyses to produce high resolution Time -Frequency signatures, and finally 2D correlations are employed for identification of the cylinders. The proposed methodology is applied to real data.