[HTML][HTML] Remaining Useful Life prediction and challenges: A literature review on the use of Machine Learning Methods
Abstract Approaches such as Cyber-Physical Systems (CPS), Internet of Things (IoT),
Internet of Services (IoS), and Data Analytics have built a new paradigm called Industry 4.0 …
Internet of Services (IoS), and Data Analytics have built a new paradigm called Industry 4.0 …
Deep learning techniques in intelligent fault diagnosis and prognosis for industrial systems: a review
S Qiu, X Cui, Z **, N Shan, Z Li, X Bao, X Xu - Sensors, 2023 - mdpi.com
Fault diagnosis and prognosis (FDP) tries to recognize and locate the faults from the
captured sensory data, and also predict their failures in advance, which can greatly help to …
captured sensory data, and also predict their failures in advance, which can greatly help to …
Health status assessment and remaining useful life prediction of aero-engine based on BiGRU and MMoE
Prognostics and health management (PHM) is a critical work to ensure the reliable operation
of industrial equipment, in which health status (HS) assessment and remaining useful life …
of industrial equipment, in which health status (HS) assessment and remaining useful life …
Multi-hop graph pooling adversarial network for cross-domain remaining useful life prediction: A distributed federated learning perspective
Accurate remaining useful life (RUL) prediction has gained increasing attention in modern
maintenance management. Considering the data privacy requirements of distributed multi …
maintenance management. Considering the data privacy requirements of distributed multi …
Remaining useful life prediction of roller bearings based on improved 1D-CNN and simple recurrent unit
D Yao, B Li, H Liu, J Yang, L Jia - Measurement, 2021 - Elsevier
To overcome the shortcomings of traditional roller bearing remaining useful life prediction
methods, which mainly focus on prediction accuracy improvement and ignore labor cost and …
methods, which mainly focus on prediction accuracy improvement and ignore labor cost and …
A parallel GRU with dual-stage attention mechanism model integrating uncertainty quantification for probabilistic RUL prediction of wind turbine bearings
L Cao, H Zhang, Z Meng, X Wang - Reliability Engineering & System Safety, 2023 - Elsevier
The accurate probabilistic prediction of remaining useful life (RUL) of bearings plays an
important role in ensuring the safe operation of wind turbine maintenance decision making …
important role in ensuring the safe operation of wind turbine maintenance decision making …
State of AI-based monitoring in smart manufacturing and introduction to focused section
Over the past few decades, intelligentization, supported by artificial intelligence (AI)
technologies, has become an important trend for industrial manufacturing, accelerating the …
technologies, has become an important trend for industrial manufacturing, accelerating the …
Data-driven bearing health management using a novel multi-scale fused feature and gated recurrent unit
Remaining useful life (RUL) prediction plays a crucial role in bearing health management
which can guarantee the rotating machinery systems' safety and reliability. This paper …
which can guarantee the rotating machinery systems' safety and reliability. This paper …
A reliability evaluation model of rolling bearings based on WKN-BiGRU and Wiener process
L Dai, J Guo, JL Wan, J Wang, X Zan - Reliability Engineering & System …, 2022 - Elsevier
Reliability evaluation is highly significant for the safe and reliable service of rolling bearings.
It is to accurately reflect degradation states of rolling bearings. However, traditional methods …
It is to accurately reflect degradation states of rolling bearings. However, traditional methods …
Rolling bearing remaining useful life prediction based on dilated causal convolutional DenseNet and an exponential model
W Ding, J Li, W Mao, Z Meng, Z Shen - Reliability Engineering & System …, 2023 - Elsevier
Accurate prediction of the remaining useful life (RUL) of rolling bearings is important to
ensure the safe operation of mechanical system and to formulate maintenance strategies …
ensure the safe operation of mechanical system and to formulate maintenance strategies …