Update this question was previously titled as \"Give me the name of a simple algorithm for signal(sound) pattern detection\"
Google: FastICA algorithm. Some use ICA and Blind-Source Signal Separation Interchangeably. The author of the algorithm wrote a fantastic book on ICA that is around $40-$60 used on amazon.