Predictive maintenance strategies are revolutionizing industrial operations by leveraging real-time acoustic analysis to forecast potential equipment failures. By continuously monitoring the frequency patterns of machinery, engineers can pinpoint irregularities indicative of impending problems. This proactive approach allows for timely intervention