[HTML][HTML] Intelligent fault diagnosis methods toward gas turbine: A review

LIU Xiaofeng, C Yingjie, L Xiong, W Jianhua… - Chinese Journal of …, 2024 - Elsevier
Fault diagnosis plays a significant role in conducting condition-based maintenance and
health management for gas turbines (GTs) to improve reliability and reduce costs. Various …

Deep attention SMOTE: Data augmentation with a learnable interpolation factor for imbalanced anomaly detection of gas turbines

D Liu, S Zhong, L Lin, M Zhao, X Fu, X Liu - Computers in Industry, 2023 - Elsevier
Anomaly detection of gas turbines faces the significant challenges of data imbalance and
inter-class overlap. In this paper, we develop a novel data augmentation method, namely …

[HTML][HTML] A hierarchical structure built on physical and data-based information for intelligent aero-engine gas path diagnostics

J Zhao, YG Li, S Sampath - Applied Energy, 2023 - Elsevier
Future trends in engine health management (EHM) systems are information fusion,
advanced analytical methods, and the concept of the Intelligent Engines. Machine Learning …

A new performance adaptation method for aero gas turbine engines based on large amounts of measured data

S Kim - Energy, 2021 - Elsevier
Multiple unexpected uncertainty factors can occur when measuring gas turbine engine data,
and the quality of the measured data can directly affect the accuracy of gas turbine engine …

A Comprehensive Literature Review on the Resolution of Turbine Engine Performances' Inverse Problems

DQ Vu, S Razakarivony… - … Expo: Power for …, 2024 - asmedigitalcollection.asme.org
Turbine engine monitoring is a well-known and well-studied subject that proves to be
essential for the aeronautic industry. A popular approach in engine monitoring is …

Aircraft engine gas-path monitoring and diagnostics framework based on a hybrid fault recognition approach

JL Pérez-Ruiz, Y Tang, I Loboda - Aerospace, 2021 - mdpi.com
Considering the importance of continually improving the algorithms in aircraft engine
diagnostic systems, the present paper proposes and benchmarks a gas-path monitoring 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 …

Gas path fault diagnosis of gas turbine engine based on knowledge data-driven artificial intelligence algorithm

Y Jin, Y Ying, J Li, H Zhou - Ieee Access, 2021 - ieeexplore.ieee.org
As the core power for the aviation industry, shipbuilding industry, and power station industry,
it is essential to ensure that the gas turbines operate safely, reliably, greenly and efficiently …

Steady-state fault detection with full-flight data

M Weiss, S Staudacher, D Becchio, C Keller, J Mathes - Machines, 2022 - mdpi.com
Aircraft engine condition monitoring is a key technology for increasing safety and reducing
maintenance expenses. Current engine condition monitoring approaches use a minimum of …

[HTML][HTML] Actuator fault diagnosis and severity identification of turbofan engines for steady-state and dynamic conditions

C Yuzhi, W Zhang, Z Zhiwen, E Tsoutsanis… - Chinese Journal of …, 2025 - Elsevier
Actuator faults can be critical in turbofan engines as they can lead to stall, surge, loss of
thrust and failure of speed control. Thus, fault diagnosis of gas turbine actuators has …