In production management, efficient scheduling is key towards smooth and balanced production. Scheduling can be well-supported by real-time data acquisition systems, resulting in decisions that rely on actual or predicted status of environment jobs progress. Utilizing advanced monitoring prediction-based rescheduling method proposed react in-process scrap predictions, performed machine learning...