TY - GEN
T1 - Enhancing Predictive Maintenance with Interpretable AutoML
T2 - 15th International Conference on Information, Intelligence, Systems and Applications, IISA 2024
AU - Davrazos, Gregory
AU - Raftopoulos, George
AU - Panagiotakopoulos, Theodor
AU - Kotsiantis, Sotiris
AU - Kameas, Achilles
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Predictive maintenance has emerged as a crucial approach to enhance the reliability and efficiency of industrial systems. Leveraging Internet of Things (IoT) data, predictive maintenance enables the timely detection and prevention of equipment failures, thereby minimizing downtime and maintenance costs. In this paper, we present a framework for predictive maintenance using interpretable machine learning algorithms, facilitated by Automated Machine Learning (AutoML) techniques. Focusing specifically on ball-bearing faults, a common issue in many mechanical systems, we demonstrate the effectiveness of the approach in accurately predicting impending failures.
AB - Predictive maintenance has emerged as a crucial approach to enhance the reliability and efficiency of industrial systems. Leveraging Internet of Things (IoT) data, predictive maintenance enables the timely detection and prevention of equipment failures, thereby minimizing downtime and maintenance costs. In this paper, we present a framework for predictive maintenance using interpretable machine learning algorithms, facilitated by Automated Machine Learning (AutoML) techniques. Focusing specifically on ball-bearing faults, a common issue in many mechanical systems, we demonstrate the effectiveness of the approach in accurately predicting impending failures.
KW - AutoML
KW - CWRU Ball Bearing Dataset
KW - Internet of Things
KW - Interpretable Machine Learning
KW - Predictive Maintenance
KW - PyCaret
UR - https://www.scopus.com/pages/publications/85215789664
U2 - 10.1109/IISA62523.2024.10786664
DO - 10.1109/IISA62523.2024.10786664
M3 - Conference contribution
AN - SCOPUS:85215789664
T3 - 15th International Conference on Information, Intelligence, Systems and Applications, IISA 2024
BT - 15th International Conference on Information, Intelligence, Systems and Applications, IISA 2024
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 17 July 2024 through 20 July 2024
ER -