Advancing predictive maintenance for gas turbines: An intelligent monitoring approach with ANFIS, LSTM, and reliability analysis

L Brahimi, N Hadroug, A Iratni, A Hafaifa… - Computers & Industrial …, 2024 - Elsevier
Gas turbine malfunctions can significantly impact production and safety. This study proposes
an intelligent monitoring system for MS5002C gas turbines using Adaptive Neuro-Fuzzy …

[PDF][PDF] ARMAX-based identification and diagnosis of vibration behavior of gas turbine bearings

Y Mahroug, BS Khaldi, M Guemana, A Hafaifa… - …, 2023 - bibliotekanauki.pl
Parametric identification approaches play a crucial role in the control and monitoring of
industrial systems. They facilitate the identification of system variables and enable the …

Intelligent faults diagnostics of turbine vibration's via Fourier transform and neuro-fuzzy systems with wavelets exploitation

N Hadroug, A Iratni, A Hafaifa, I Colak - Smart Science, 2024 - Taylor & Francis
Gas turbines play a vital role in gas transportation and power generation, but they are prone
to instability phenomena that can lead to vibrations, shorten equipment lifespan, and result …

Identification of twin-shaft gas turbine based on hybrid decoupled state multiple model approach

S Aissat, A Iratni, A Hafaifa, M Guemana… - Soft Computing, 2023 - Springer
Monitoring control of industrial systems is essential for the good productivity and safety of
installations and operators, with better performance that must be guaranteed. This is often …

Model-Based Faults Diagnostics of Single Shaft Gas Turbine Using Fuzzy Faults Tolerant Control

H Bagua, BS Khaldi, A Iratni, A Hafaifa… - Automatic Control and …, 2024 - Springer
This paper proposes a new fault-tolerant control approach for gas turbines, based on fuzzy
techniques that allow real-time observation of their behavior. The approach consists of …

Closed-loop identification practice of two-shaft gas turbine variables with reliable linear control approach

N Hadroug, TI Bisker, A Kouzou, A Iratni… - … Multi-Conference on …, 2023 - ieeexplore.ieee.org
The practice of control strategies and their applications on industrial systems requires
reliable models in implementation, with an identification of their variables involved in the …

The Effect of Ambient Temperature on the Performance of a Gas Turbine

B Fatima, H Ahmed, H Nadji - 2024 2nd International …, 2024 - ieeexplore.ieee.org
Gas turbines play a vital role in various industrial applications, including power generation,
aircraft propulsion, and mechanical drive systems. One crucial factor influencing the …