Predictive maintenance is a methodological approach employing data analysis, condition monitoring techniques, and predictive modeling to forecast the likelihood and timing of equipment failure *prior* to its occurrence. This research area focuses on developing strategies and algorithms to optimize maintenance interventions, thereby minimizing downtime, reducing operational costs, and enhancing overall system reliability and safety.