Maximizing efficiency in complex laser systems by integrating machine learning and optimizing exchange parts. Challenges include reducing maintenance time, improving module lifetime, and implementing proactive maintenance through data analysis. Specific developments include hardware improvements, skill enhancements for service engineers, extending module lifetime, and data analysis for lifetime prediction.
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