Previous chapters have largely focused on diagnostics, which involves detecting the presence of a fault, identifying its type, and sometimes assessing its severity based on current or recent vibration data. While diagnostics are crucial for understanding the current health state of a machine, a more advanced and highly valuable capability is prognostics. Prognostics aims to predict the future health state of a system or component, and most importantly, to estimate its Remaining Useful Life (RUL).