Predictive maintenance system for production lines in manufacturing: A machine learning approach using IoT data in real-time

• Published in: Expert systems with applications Vol. 173; p. 114598
• Main Authors: Ayvaz, Serkan, Alpay, Koray
• Format: Journal Article
• Language: English
• Published: New York Elsevier Ltd 01.07.2021; Elsevier BV
• Subjects: Algorithms; Artificial intelligence; Assembly lines; Big data; Evaluation; Internet of things; Machine learning; Manufacturing; Manufacturing systems; Predictive maintenance; Production lines; Real time; Internet of things; Big data; Artificial intelligence; Machine learning; Predictive maintenance; Manufacturing systems

•The study proposes predictive maintenance system for manufacturing production lines.•The system aims to predict signals for potential failures before they occur.•It uses machine learning methods on big data generated from sensors in real-time.•Real-world evaluations showed the system is effective i...