A comprehensive review of digital twin—part 1: modeling and twinning enabling technologies
As an emerging technology in the era of Industry 4.0, digital twin is gaining unprecedented
attention because of its promise to further optimize process design, quality control, health …
attention because of its promise to further optimize process design, quality control, health …
Challenges in predictive maintenance–A review
Predictive maintenance (PdM) aims the reduction of costs to increase the competitive
strength of the enterprises. It uses sensor data together with analytics techniques to optimize …
strength of the enterprises. It uses sensor data together with analytics techniques to optimize …
Machinery health prognostics: A systematic review from data acquisition to RUL prediction
Machinery prognostics is one of the major tasks in condition based maintenance (CBM),
which aims to predict the remaining useful life (RUL) of machinery based on condition …
which aims to predict the remaining useful life (RUL) of machinery based on condition …
Estimation of bearing remaining useful life based on multiscale convolutional neural network
Bearing remaining useful life (RUL) prediction plays a crucial role in guaranteeing safe
operation of machinery and reducing maintenance loss. In this paper, we present a new …
operation of machinery and reducing maintenance loss. In this paper, we present a new …
A calibration-based hybrid transfer learning framework for RUL prediction of rolling bearing across different machines
The effective remaining useful life (RUL) prediction of rolling bearings could guarantee
mechanical equipment reliability and stability. The hybrid physical and data-driven …
mechanical equipment reliability and stability. The hybrid physical and data-driven …
Degradation data analysis and remaining useful life estimation: A review on Wiener-process-based methods
Degradation-based modeling methods have been recognized as an essential and effective
approach for lifetime and remaining useful life (RUL) estimations for various health …
approach for lifetime and remaining useful life (RUL) estimations for various health …
Prognostics and health management: A review of vibration based bearing and gear health indicators
Prognostics and health management is an emerging discipline to scientifically manage the
health condition of engineering systems and their critical components. It mainly consists of …
health condition of engineering systems and their critical components. It mainly consists of …
An improved exponential model for predicting remaining useful life of rolling element bearings
The remaining useful life (RUL) prediction of rolling element bearings has attracted
substantial attention recently due to its importance for the bearing health management. The …
substantial attention recently due to its importance for the bearing health management. The …
A review of artificial intelligence methods for engineering prognostics and health management with implementation guidelines
KTP Nguyen, K Medjaher, DT Tran - Artificial Intelligence Review, 2023 - Springer
The past decade has witnessed the adoption of artificial intelligence (AI) in various
applications. It is of no exception in the area of prognostics and health management (PHM) …
applications. It is of no exception in the area of prognostics and health management (PHM) …
Recent advances in prognostics and health management for advanced manufacturing paradigms
Manufacturing paradigms have played their important roles in modern industry. In recent 20
years, production systems of advanced manufacturing paradigms (eg mass customization …
years, production systems of advanced manufacturing paradigms (eg mass customization …