Predictive maintenance system for production lines in manufacturing: A machine learning approach using IoT data in real-time
S Ayvaz, K Alpay - Expert Systems with Applications, 2021 - Elsevier
In this study, a data driven predictive maintenance system was developed for production
lines in manufacturing. By utilizing the data generated from IoT sensors in real-time, the …
lines in manufacturing. By utilizing the data generated from IoT sensors in real-time, the …
The experimental application of popular machine learning algorithms on predictive maintenance and the design of IIoT based condition monitoring system
With the fourth industrial revolution, which has become increasingly widespread in the
manufacturing industry, traditional maintenance has been replaced by the industrial internet …
manufacturing industry, traditional maintenance has been replaced by the industrial internet …
Selecting an appropriate supervised machine learning algorithm for predictive maintenance
A Ouadah, L Zemmouchi-Ghomari, N Salhi - The International Journal of …, 2022 - Springer
Predictive maintenance refers to predicting malfunctions using data from monitoring
equipment and process performance measurements. Machine learning algorithms and …
equipment and process performance measurements. Machine learning algorithms and …
A systematic literature review of machine learning methods applied to predictive maintenance
TP Carvalho, FA Soares, R Vita, RP Francisco… - Computers & Industrial …, 2019 - Elsevier
The amount of data extracted from production processes has increased exponentially due to
the proliferation of sensing technologies. When processed and analyzed, data can bring out …
the proliferation of sensing technologies. When processed and analyzed, data can bring out …
Application of sensor data based predictive maintenance and artificial neural networks to enable Industry 4.0
JM Fordal, P Schjølberg, H Helgetun… - Advances in …, 2023 - Springer
Possessing an efficient production line relies heavily on the availability of the production
equipment. Thus, to ensure that the required function for critical equipment is in compliance …
equipment. Thus, to ensure that the required function for critical equipment is in compliance …
Machine learning framework for predictive maintenance in milling
Abstract In the Industry 4.0 era, artificial intelligence is transforming the manufacturing
industry. With the advent of Internet of Things (IoT) and machine learning methods …
industry. With the advent of Internet of Things (IoT) and machine learning methods …
Intelligent monitoring systems in manufacturing: current state and future perspectives
Abstract Intelligent Monitoring Systems (IMS) have emerged as indispensable tools in
modern manufacturing, offering real-time insights into production processes, equipment …
modern manufacturing, offering real-time insights into production processes, equipment …
Big data analytics for predictive maintenance strategies
Maintenance aims to reduce and eliminate the number of failures occurred during
production as any breakdown of machine or equipment may lead to disruption for the supply …
production as any breakdown of machine or equipment may lead to disruption for the supply …
A systematic mapping of the advancing use of machine learning techniques for predictive maintenance in the manufacturing sector
The increasing availability of data, gathered by sensors and intelligent machines, is
changing the way decisions are made in the manufacturing sector. In particular, based on …
changing the way decisions are made in the manufacturing sector. In particular, based on …
Predictive maintenance of machine tool systems using artificial intelligence techniques applied to machine condition data
Often, manufacturing equipment is utilized without a planned maintenance approach. Such
a strategy frequently results in unplanned downtime, owing to unexpected failures …
a strategy frequently results in unplanned downtime, owing to unexpected failures …