Artificial Intelligence for Predictive Maintenance Applications: Key Components, Trustworthiness, and Future Trends

A Ucar, M Karakose, N Kırımça - Applied Sciences, 2024 - mdpi.com
Predictive maintenance (PdM) is a policy applying data and analytics to predict when one of
the components in a real system has been destroyed, and some anomalies appear so that …

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 …

[HTML][HTML] An explainable predictive maintenance strategy for multi-fault diagnosis of rotating machines using multi-sensor data fusion

S Gawde, S Patil, S Kumar, P Kamat… - Decision Analytics Journal, 2024 - Elsevier
Abstract Industry 4.0 denotes smart manufacturing, where rotating machines predominantly
serve as the fundamental components in production sectors. The primary duty of …

Explainable Predictive Maintenance of Rotating Machines Using LIME, SHAP, PDP, ICE

S Gawde, S Patil, S Kumar, P Kamat, K Kotecha… - IEEE …, 2024 - ieeexplore.ieee.org
Artificial Intelligence (AI) is a key component in Industry 4.0. Rotating machines are critical
components in manufacturing industries. In the vast world of Industry 4.0, where an IoT …

X-Fuzz: An Evolving and Interpretable Neurofuzzy Learner for Data Streams

MM Ferdaus, T Dam, S Alam… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
While evolving neuro-fuzzy systems have shown promise for learning from non-stationary
streaming data with concept drift, most existing models lack transparency due to the limited …

[PDF][PDF] Towards True Explainable Artificial Intelligence for Real World Applications

H Hagras - 2023 - scitepress.org
We are entering a new era which is characterized by huge amounts of data which are
generated from almost every application in our everyday lives. It is getting easier to organise …