Predictive maintenance strategies are revolutionizing industries by enabling proactive observation of equipment failures before they occur. A key technique within this realm is wear metals analysis, which involves the scrutiny of minute metal particles shed from machinery during normal operation. These wear metals offer valuable insights into the