Long short-term memory for machine remaining life prediction

J Zhang, P Wang, R Yan, RX Gao - Journal of manufacturing systems, 2018 - Elsevier
Reliable tracking of performance degradation in dynamical systems such as manufacturing
machines or aircraft engines and consequently, prediction of the remaining useful life (RUL) …

Micro Gas Turbine fault detection and isolation with a combination of Artificial Neural Network and off-design performance analysis

SS Talebi, A Madadi, AM Tousi, M Kiaee - Engineering Applications of …, 2022 - Elsevier
Abstract Recently Micro Gas Turbines deployment in smart grids is growing, which increases
engine load change during its lifecycle; consequently, lifetime reduces faster, and …

Diagnostics-oriented modelling of micro gas turbines for fleet monitoring and maintenance optimization

M Rahman, V Zaccaria, X Zhao, K Kyprianidis - Processes, 2018 - mdpi.com
The market for the small-scale micro gas turbine is expected to grow rapidly in the coming
years. Especially, utilization of commercial off-the-shelf components is rapidly reducing the …

[HTML][HTML] Marine gas turbine monitoring and diagnostics by simulation and pattern recognition

U Campora, C Cravero, R Zaccone - International journal of naval …, 2018 - Elsevier
Several techniques have been developed in the last years for energy conversion and
aeronautic propulsion plants monitoring and diagnostics, to ensure non-stop availability and …

Unscented Kalman-filter-based simultaneous diagnostic scheme for gas-turbine gas path and sensor faults

L Yan, H Zhang, X Dong, Q Zhou… - Measurement Science …, 2021 - iopscience.iop.org
Sensor faults can cause incorrect estimations of gas path fault amplitudes in gas turbines. In
this paper, an unscented Kalman-filter (UKF)-based simultaneous diagnostic scheme for gas …

Periodic analysis on gas path fault diagnosis of gas turbines

D Zhou, D Huang, H Zhang, J Yang - ISA transactions, 2022 - Elsevier
The gas path fault diagnosis is considered widely to ensure the economy, safety and
practicability of gas turbines. Traditional gas path diagnosis methods are vulnerable to …

A novel performance adaptation and diagnostic method for aero-engines based on the aerothermodynamic inverse model

S Lu, W Zhou, J Huang, F Lu, Z Chen - Aerospace, 2021 - mdpi.com
Aero-engines are faced with severe challenges of availability and reliability in the increasing
operation, and traditional gas path filtering diagnostic methods have limitations restricted by …

Simultaneous fault diagnostics for three-shaft industrial gas turbine

WM Salilew, SI Gilani, TA Lemma, AD Fentaye… - Machines, 2023 - mdpi.com
The study focused on the development of-gas turbine full-and part-load operation
diagnostics. The gas turbine performance model was developed using commercial software …

Effect of the Maintenance Strategy on the Performance and Efficiency of the Gas Turbine Unit: A Review

KD Khalaf, OM Ali - Journal Européen des Systèmes …, 2023 - search.proquest.com
With the intense competition characterizing the volatile power sector, the gas turbine
industry is currently facing new challenges of increasing operational flexibility, reducing …

Remaining useful life prediction of gas turbine engine using autoregressive model

S Ahsan, TA Lemma - MATEC web of conferences, 2017 - matec-conferences.org
Gas turbine (GT) engines are known for their high availability and reliability and are
extensively used for power generation, marine and aero-applications. Maintenance of such …