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 Predictive Maintenance: A Survey of Current Methods, Challenges and Opportunities

L Cummins, A Sommers, SB Ramezani, S Mittal… - arXiv preprint arXiv …, 2024 - arxiv.org
Predictive maintenance is a well studied collection of techniques that aims to prolong the life
of a mechanical system by using artificial intelligence and machine learning to predict the …

Condition-based maintenance using machine learning and role of interpretability: a review

J Sharma, ML Mittal, G Soni - International Journal of System Assurance …, 2022 - Springer
This article aims to review the literature on condition-based maintenance (CBM) by
analyzing various terms, applications, and challenges. CBM is a maintenance technique that …

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 …

XAI for Predictive Maintenance

J Gama, S Nowaczyk, S Pashami, RP Ribeiro… - Proceedings of the 29th …, 2023 - dl.acm.org
The field of Explainable Predictive Maintenance (PM) is concerned with developing methods
that can clarify how AI systems operate in the PM domain. One of the challenges of creating …

Explainable predictive maintenance

S Pashami, S Nowaczyk, Y Fan, J Jakubowski… - arXiv preprint arXiv …, 2023 - arxiv.org
Explainable Artificial Intelligence (XAI) fills the role of a critical interface fostering interactions
between sophisticated intelligent systems and diverse individuals, including data scientists …

Artificial Intelligence in Predictive Maintenance: A Systematic Literature Review on Review Papers

MR Islam, S Begum, MU Ahmed - … Congress and Workshop on Industrial AI, 2024 - Springer
The fourth industrial revolution, colloquially referred to as “industry 4.0”, has garnered
substantial global attention in recent years. There, Artificial intelligence (AI) driven industrial …

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 …

On the soundness of XAI in prognostics and health management (PHM)

D Solís-Martín, J Galán-Páez, J Borrego-Díaz - Information, 2023 - mdpi.com
The aim of predictive maintenance, within the field of prognostics and health management
(PHM), is to identify and anticipate potential issues in the equipment before these become …

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 …