Data pre-processing forms an important element of pattern recognition proce
dures for mechanical and structural damage detection. This paper discusses
feature extraction and selection procedures. The discussion is focused on t
ime-frequency and time-scale analysis. Case studies of damage detection exe
rcises are presented for illustration.