This chapter is dedicated to piecewise-deterministic models for Fatigue Crack Propagation (FCP) with a particular focus on the estimation issues. In this setting, the process is usually observed on a temporal discrete grid and through an additive noise, which makes unknown both the continuous trajectory and the mode. A significative part of the chapter relies on the article [4].