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A Genetic Algorithm Optimized RNN-LSTM Model for Remaining Useful Life Prediction of Turbofan Engine
Electronics (Switzerland), 2021 Understanding the remaining useful life (RUL) of equipment is crucial for optimal predictive maintenance (PdM). This addresses the issues of equipment downtime and unnecessary maintenance checks in run-to-failure maintenance and preventive maintenance ...
Kwok Tai Chui, Brij Gupta
exaly +2 more sources
Environmental Science & Technology, 2021 Nonvolatile particulate matter (nvPM) emissions from aircraft turbine engines deteriorate air quality and contribute to climate change. These emissions can be reduced using sustainable aviation fuels (SAFs).
Lukas Durdina, Julien G Anet
exaly +2 more sources
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Remaining Useful Life Prediction of Turbofan Engines Using CNN-LSTM-SAM Approach
IEEE Sensors Journal, 2023Accurate remaining useful life (RUL) prediction of turbofan engines can effectively avoid serious air disaster due to engine failure by mining its component degradation characteristics.
Jie Li +4 more
semanticscholar +1 more source
IEEE Sensors Journal, 2023
The remaining useful life (RUL) prediction of turbofan engines is beneficial to safe operation and maintenance. Turbofan engines generally require multisensors to monitor the operational state, but current mainstream RUL prediction models tend to ignore ...
Xiao Chen, Ming Zeng
semanticscholar +1 more source
The remaining useful life (RUL) prediction of turbofan engines is beneficial to safe operation and maintenance. Turbofan engines generally require multisensors to monitor the operational state, but current mainstream RUL prediction models tend to ignore ...
Xiao Chen, Ming Zeng
semanticscholar +1 more source
IEEE transactions on industrial electronics (1982. Print), 2023
In this study, a practical anti-windup algorithm based on the state-space model (AWSS) is proposed to solve the performance deterioration problem for open-loop stable systems under actuator magnitude and rate constraints.
Si-Xin Wen, Z. Pan, Kun Liu, Ximing Sun
semanticscholar +1 more source
In this study, a practical anti-windup algorithm based on the state-space model (AWSS) is proposed to solve the performance deterioration problem for open-loop stable systems under actuator magnitude and rate constraints.
Si-Xin Wen, Z. Pan, Kun Liu, Ximing Sun
semanticscholar +1 more source
Considering Turbofan Operability in Hybrid Electric Aircraft Propulsion System Design
AIAA SCITECH 2023 Forum, 2023This paper explores the design of a hybrid electric aircraft propulsion system that uses a turbofan to power an electric system. In such a system, the gas turbine will experience a loss of power generation as altitude increases, however the electric ...
Jeffryes W. Chapman
semanticscholar +1 more source
IEEE Transactions on Instrumentation and Measurement, 2023
Remaining useful life (RUL) prediction, as an essential aspect of condition-based maintenance (CBM), has attracted substantial interest in industrial measurement. Recently, deep learning-based methods have achieved superior performance in turbofan engine
Lei Ren +4 more
semanticscholar +1 more source
Remaining useful life (RUL) prediction, as an essential aspect of condition-based maintenance (CBM), has attracted substantial interest in industrial measurement. Recently, deep learning-based methods have achieved superior performance in turbofan engine
Lei Ren +4 more
semanticscholar +1 more source