Fig 1. Diagram of lung diseases and study design.

There are three steps in the proposed breath test: (1) physiology-based modeling and simulations to generate a database of exhaled aerosol images, (2) image feature extraction using different eigenmode decomposition algorithms, and (3) data classification (training and testing) using SVM and random forest methods.