Methods for the investigation of model identifiability and for test signal design have been applied to homogeneous models of the gas exchanging processes of the lungs. The analysis has provided valuable information which is applicable to the development of practical techniques for the non-invasive estimation of cardiopulmonary quantities using system identification techniques