[PDF][PDF] Predictive Maintenance using Machine Learning in Industrial IoT

JNA Malaiyappan, G Krishnamoorthy - researchgate.net
The use of predictive maintenance Machine learning techniques aid systems or machines in
lowering the occurrence of certain types of machine failures via prediction and the use of …

Deep Learning-based Predictive Maintenance for Industrial IoT Applications

V Kumar, M Prakash, S Thamburaj - … Conference on Inventive …, 2024 - ieeexplore.ieee.org
Integrating Deep Learning-based Predictive Maintenance (DL-PM) in Industrial Internet of
Things (IoT) applications optimizes operational efficiency and reduces downtime. This …

Application of IoT in industry 4.0 for predictive analytics

A Banerjee, D Datta, SK Gupta - Integration of Cloud Computing …, 2021 - Wiley Online Library
Extensive use of high‐end industrial properties is the current paradigm shift as an essence
to Industry 4.0. Predictive maintenance and industrial Internet of Things (IoT) discuss the …

Smart IoT platform for Big Data analysis in predictive maintenance

J Przepióra, P Bałazy, P Książek… - 2023 24th …, 2023 - ieeexplore.ieee.org
A smart IoT platform for big data analysis in predictive maintenance can help achieve goals
of predictive maintenance by collection, processing, and analysis of data from various …

IIoT-based Predictive Maintenance for Oil and Gas Industry

Z Jia, J Wang, C Deng - Proceedings of the 2022 6th International …, 2022 - dl.acm.org
The Industrial Internet of Things (IIoT) promises to provide an expanded awareness of field
assets and equipment, access to data from across locations, and actionable insights for …

AI for predictive maintenance in industrial systems

A Abbas - … Journal of Advanced Engineering Technologies and …, 2024 - ijaeti.com
Predictive Maintenance (PdM) has emerged as a transformative paradigm within industrial
systems, addressing the inherent limitations of traditional reactive maintenance approaches …

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 …

Internet of things–a predictive maintenance tool for general machinery, petrochemicals and water treatment

A Bayoumi, R McCaslin - … in Engineering and Informatics, BUE ACE1 …, 2017 - Springer
Improper and unnecessary maintenance actions can result in a waste of resources, time,
and money. Training and education play an important role in the successful implementation …

[HTML][HTML] Smart Machine Health Prediction Based on Machine Learning in Industry Environment

S Yeruva, J Gunuganti, S Kalva, SR Salkuti, SC Kim - Information, 2023 - mdpi.com
In an industrial setting, consistent production and machine maintenance might help any
company become successful. Machine health checking is a method of observing the status …

A static approach to investigate the impact of predictive maintenance in the reliability level and the failure cost of industrial installations

E Papaioannou - 2019 - upcommons.upc.edu
Digital IoT (Internet of Things) solutions for equipment condition monitoring andnew
advanced algorithms to process big data, enablethe application of predictive maintenance …