The main frequency components of heart sound signal are in the range 20-100Hz. This is the range in which lung sound signal has major components [1]. Therefore, since heart sound signal and lung sound signal overlap in frequency and, are somewhat non-stationary, the major problem being faced in separating heart sound signal from lung sound signal. Therefore separation by frequency filtering is difficult. This paper investigates Kalman Filter and Independent Component Analysis to achieve this