Machine-Learning Based Predictive Maintenance for Flexible Systems: A Cyber-Physical Approach to Minimize Throughput time

Key Points

• Predictive maintenance significantly reduces throughput time in flexible systems, enhancing operational efficiency.
• A key metric shows a decrease in overall downtime by up to 30%, improving system reliability.
• Assessment using machine learning algorithms trains on historical data to optimize maintenance schedules effectively.
• This study highlights the potential for machine-learning solutions in industrial applications to improve processes.