Explainable Predictive Maintenance of Rotating Machines Using LIME, SHAP, PDP, ICE
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 …
components in manufacturing industries. In the vast world of Industry 4.0, where an IoT …
A Type-2 Fuzzy-Based Explainable AI System for Predictive Maintenance Within the Water Pumping Industry
Industrial maintenance has undergone a paradigm shift due to the emergence of artificial
intelligence (AI), the Internet of things, and cloud computing. Rather than accepting the …
intelligence (AI), the Internet of things, and cloud computing. Rather than accepting the …
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 …
the components in a real system has been destroyed, and some anomalies appear so that …
Explainable Artificial Intelligence (XAI) Approaches in Predictive Maintenance: A Review
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 …
performance of equipment during normal operation to reduce the possibility of failures …
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 (ML) to predict probable failures, which leads to the necessity of …
[HTML][HTML] An explainable predictive maintenance strategy for multi-fault diagnosis of rotating machines using multi-sensor data fusion
Abstract Industry 4.0 denotes smart manufacturing, where rotating machines predominantly
serve as the fundamental components in production sectors. The primary duty of …
serve as the fundamental components in production sectors. The primary duty of …
Explainable AI in manufacturing: a predictive maintenance case study
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 …
of Predictive Maintenance (PdM) scenario for manufacturing. Predictive maintenance has …
AI based predictive maintenance as a key enabler for circular economy: The KYKLOS 4.0 approach
Y Rebahi, B Hilliger, P Lowin… - 2023 19th International …, 2023 - ieeexplore.ieee.org
Circular economy (CE) is a recent model of production and consumption. According to the
European Parliament, this model simply extends the life cycles of products through sharing …
European Parliament, this model simply extends the life cycles of products through sharing …
Fault Diagnosis using eXplainable AI: A transfer learning-based approach for rotating machinery exploiting augmented synthetic data
Due to the growing interest for increasing productivity and cost reduction in industrial
environment, new techniques for monitoring rotating machinery are emerging. Artificial …
environment, new techniques for monitoring rotating machinery are emerging. Artificial …
Explainable predictive maintenance: a survey of current methods, challenges and opportunities
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 …
of a mechanical system by using artificial intelligence and machine learning to predict the …