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Predicting Remaining Life Using Damage Mechanics Principles
ASME 2014 Symposium on Elevated Temperature Application of Materials for Fossil, Nuclear, and Petrochemical Industries, 2014Continuum damage principles have been used to characterize damage occurring in pressurized components operating under creep conditions. Following a review of the concepts of damage and its measurement, analysis has been presented to show how damage can be estimated using continuum damage concepts and how the remaining life can be estimated in terms of ...
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Adaptive Remaining Useful Life Prediction Algorithm for Bearings
2018 IEEE International Conference on Prognostics and Health Management (ICPHM), 2018It is well known that the lifetime of bearings varies a lot even if the bearings are manufactured in the same assembly line. This is because the exposed operating conditions may be very different for each bearing. As a result, an adaptive remaining lifetime prediction algorithm is a more natural choice and is expected to be more accurate than the non ...
Bulent Ayhan +2 more
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Predicting Remaining Useful Life Using AdaBoost Algorithm
Advances in Science and TechnologyPredicting the Remaining Useful Life (RUL) of machinery and critical components is crucial for proactive maintenance and operational efficiency in industrial settings. This paper presents an approach to RUL prediction using the AdaBoost algorithm, a technique that iteratively improves prediction accuracy by focusing on difficult-to-predict cases.
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Remaining Useful Life Prediction Based on Spatiotemporal Autoencoder
SSRN Electronic Journal, 2022Tao Xu, Dechang Pi, Shi Zeng
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Bidirectional handshaking LSTM for remaining useful life prediction
Neurocomputing, 2019Abstract Unpredictable failures and unscheduled maintenance of physical systems increases production resources, produces more harmful waste for the environment, and increases system life cycle costs. Efficient remaining useful life (RUL) estimation can alleviate such an issue.
Ahmed Elsheikh +2 more
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Why is the Remaining Useful Life Prediction Uncertain?
Annual Conference of the PHM Society, 2013This paper discusses the significance and interpretation of uncertainty in the remaining useful life (RUL) prediction of components used in several types of engineering applications, and answers certain fundamental questions such as “Why is the RUL prediction uncertain?”, “How to interpret the uncertainty in the RUL prediction ...
Shankar Sankararaman, Kai Goebel
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Data-Driven Prognostic Framework for Remaining Useful Life Prediction
International Journal of Industrial and Systems Engineering, 2021Asmaa Motrani, Rachid Noureddine
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Remaining Useful Life Prediction Using Machine Learning Algorithms
2022Malcolm Andrew Madeira +2 more
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Prediction of the Remaining Useful Life of Supercapacitors
2022As a new type of energy-storage device, supercapacitors are widely used in various energy storage fields because of their advantages such as fast charging and discharging, high power density, wide operating temperature range, and long cycle life. However, the degradation and failure of supercapacitors in large-scale applications will adversely affect ...
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Domain Adaptive Remaining Useful Life Prediction With Transformer
IEEE Transactions on Instrumentation and Measurement, 2022Xinyao Li +4 more
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