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Predictive and preventive maintenance develops techniques and methodologies to predict failures in order to reduce downtime of equipment and machinery in industrial processes. Using data analysis tools and real-time monitoring to identify patterns and trends that may indicate an imminent failure, it seeks to establish preventive maintenance plans that help extend the useful life of equipment and reduce costs associated with corrective maintenance.