A type-2 fuzzy based explainable AI system for predictive maintenance within the water pumping industry

SJ Upasane, H Hagras, MH Anisi… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Industrial maintenance has undergone a paradigm shift due to the emergence of artificial
intelligence (AI), the Internet of Things (IoT), and cloud computing. Rather than accepting the …

A big bang-big crunch type-2 fuzzy logic system for explainable predictive maintenance

SJ Upasane, H Hagras, MH Anisi… - … on Fuzzy Systems …, 2021 - ieeexplore.ieee.org
The role of maintenance in modern manufacturing systems is becoming a more significant
contributor to organizational benefit. World-class enterprises are pushing forward with …

Explainable Artificial Intelligence (XAI) Approaches in Predictive Maintenance: A Review

J Sharma, M Lal Mittal, G Soni… - Recent Patents on …, 2024 - ingentaconnect.com
Predictive maintenance (PdM) is a technique that keeps track of the condition and
performance of equipment during normal operation to reduce the possibility of failures …

Explainable AI in manufacturing: a predictive maintenance case study

B Hrnjica, S Softic - IFIP International Conference on Advances in …, 2020 - Springer
This paper describes an example of an explainable AI (Artificial Intelligence)(XAI) in a form
of Predictive Maintenance (PdM) scenario for manufacturing. Predictive maintenance has …

A big data driven sustainable manufacturing framework for condition-based maintenance prediction

A Kumar, R Shankar, LS Thakur - Journal of computational science, 2018 - Elsevier
Smart manufacturing refers to a future-state of manufacturing and it can lead to remarkable
changes in all aspects of operations through minimizing energy and material usage while …

[HTML][HTML] IoT-based data-driven predictive maintenance relying on fuzzy system and artificial neural networks

A Aboshosha, A Haggag, N George, HA Hamad - Scientific Reports, 2023 - nature.com
Industry 4.0 technologies need to plan reactive and Preventive Maintenance (PM) strategies
for their production lines. This applied research study aims to employ the Predictive …

Transforming equipment management in oil and gas with AI-Driven predictive maintenance

DD Jambol, OO Sofoluwe, A Ukato… - Computer Science & IT …, 2024 - fepbl.com
The oil and gas industry faces significant challenges in managing equipment maintenance
due to the complexity and criticality of its assets. Traditional maintenance approaches are …

Explainable artificial intelligence for predictive maintenance applications

S Matzka - 2020 third international conference on artificial …, 2020 - ieeexplore.ieee.org
This paper presents and provides a realistic, yet synthetic, predictive maintenance dataset
for use in this paper and by the community. An explainable model and an explanatory …

[HTML][HTML] Balanced k-star: An explainable machine learning method for internet-of-things-enabled predictive maintenance in manufacturing

B Ghasemkhani, O Aktas, D Birant - Machines, 2023 - mdpi.com
Predictive maintenance (PdM) combines the Internet of Things (IoT) technologies with
machine learning (ML) to predict probable failures, which leads to the necessity of …

Machine learning and reasoning for predictive maintenance in Industry 4.0: Current status and challenges

J Dalzochio, R Kunst, E Pignaton, A Binotto… - Computers in …, 2020 - Elsevier
In recent years, the fourth industrial revolution has attracted attention worldwide. Several
concepts were born in conjunction with this new revolution, such as predictive maintenance …