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Multiclass classification for predicting Remaining Useful Life (RUL) of the turbofan engine

2021 11th International Conference on Cloud Computing, Data Science & Engineering (Confluence), 2021
For complex equipment and systems or their subsystems maintaining good health is very important. Several approaches were tried by the researchers applied by the industry professionals to predict the health of equipment, to take corrective measures. In this context, data analysis and machine learning are the latest tools that use historical data of ...
Piyush Soni   +3 more
openaire   +1 more source

Online prognostics of aircraft turbine engine component's remaining useful life (RUL)

IEEE SOUTHEASTCON 2014, 2014
Prognostics refers to the estimation of remaining useful life (RUL) of components of a system after a fault has been identified. Online prognostics indicates the estimation of RUL every time a new health data is provided to the user. In this paper, an artificial neural network (ANN) based approach is proposed for designing a prognostic system for ...
Md Monzurul Alam   +2 more
openaire   +1 more source

A time-domain approach for monitoring battery state of health (SOH) and remaining useful life (RUL)

IECON 2014 - 40th Annual Conference of the IEEE Industrial Electronics Society, 2014
This paper describes a time-domain approach for estimating the state of health (SOH) and remaining useful life (RUL) of a battery, with particular emphasis on LiFePO 4 cells. In this methodology, a small test signal is superimposed on top of the battery load to trigger its transient dynamics.
Anthony Harris   +2 more
openaire   +1 more source

Time-frequency complexity based remaining useful life (RUL) estimation for bearing faults

2013 9th IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2013
Reliable operation of electrical machines depends on the timely detection and diagnosis of faults as well as on prognosis, i.e. estimating the remaining useful life (RUL) of the components. Bearings are the most common components in rotary machines and usually constitute a large portion of the failure cases in these machines.
Rodney K. Singleton   +2 more
openaire   +1 more source

Determination of Remaining Useful Life (RUL) from Vibration Data

Proceedings of the International Conference on Condition Monitoring and Asset Management
Maintenance management and balancing budgets between the maintenance that managers want to do versus the maintenance they can afford to do versus operational requirements is the eternal struggle that all maintenance managers face on a daily basis, and ...
openaire   +1 more source

Predictive Maintenance - Exploring strategies for Remaining Useful Life (RUL) prediction

2022 IEEE 18th International Conference on Intelligent Computer Communication and Processing (ICCP), 2022
Eliza Maria Olariu   +3 more
openaire   +1 more source

Prognostics and Remaining Useful Life (RUL) Estimation

2021
Diego Galar   +3 more
openaire   +1 more source

Estimation of Remaining Useful Life(RUL) of BLDC Motor using Machine Learning Approaches

2022 7th International Conference on Communication and Electronics Systems (ICCES), 2022
R.Dhaya Sree   +2 more
openaire   +1 more source

KDnet-RUL: A Knowledge Distillation Framework to Compress Deep Neural Networks for Machine Remaining Useful Life Prediction

IEEE Transactions on Industrial Electronics, 2022
Qing Xu, Zhenghua Chen, Keyu Wu
exaly  

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