Proposed an unsupervised feature-extraction method for online pipe damage detection.
The method simplifies diffuse-field guided-waves into a sparse subset.
The method does not rely on prior damage, operation, or wave propagation knowledge.
Validated for Temperature, flow rate, inner pressure, and damage type variations.