Advances in fault detection and diagnosis for thermal power plants: A review of intelligent techniques
Thermal power plants (TPPs) are critical to supplying energy to society, and ensuring their
safe and efficient operation is a top priority. To minimize maintenance shutdowns and costs …
safe and efficient operation is a top priority. To minimize maintenance shutdowns and costs …
Diagnosing and balancing approaches of bowed rotating systems: a review
N Rezazadeh, A De Luca, G Lamanna, F Caputo - Applied Sciences, 2022 - mdpi.com
Driven/driving shafts are the most important portion of rotating devices. Misdiagnosis or late
diagnosis of these components could result in severe vibrations, defects in other parts …
diagnosis of these components could result in severe vibrations, defects in other parts …
A new auto-encoder-based dynamic threshold to reduce false alarm rate for anomaly detection of steam turbines
This study proposes an ensemble denoising auto-encoder-based dynamic threshold (EDAE-
DT) to overcome the false alarm issue in anomaly detection. The proposed ensemble …
DT) to overcome the false alarm issue in anomaly detection. The proposed ensemble …
Improvement of marine steam turbine conventional exergy analysis by neural network application
This article presented an improvement of marine steam turbine conventional exergy analysis
by application of neural networks. The conventional exergy analysis requires numerous …
by application of neural networks. The conventional exergy analysis requires numerous …
Extreme learning machine–radial basis function (ELM-RBF) networks for diagnosing faults in a steam turbine
ABSTRACT A fast and reliable fault diagnosis system for a steam turbine in thermal power
plant is crucial. The system will detect and classify a potential or occurring fault, hence …
plant is crucial. The system will detect and classify a potential or occurring fault, hence …
[HTML][HTML] Artificial intelligence based operational strategy development and implementation for vibration reduction of a supercritical steam turbine shaft bearing
The vibrations of bearings holding the high-speed shaft of a steam turbine are critically
controlled for the safe and reliable power generation at the power plants. In this paper, two …
controlled for the safe and reliable power generation at the power plants. In this paper, two …
Machine learning algorithms used in PSE environments: A didactic approach and critical perspective
LF Fuentes-Cortés, A Flores-Tlacuahuac… - Industrial & …, 2022 - ACS Publications
This work addresses recent developments for solving problems in process systems
engineering based on machine learning algorithms. A general description of most popular …
engineering based on machine learning algorithms. A general description of most popular …
Real-world data-driven machine-learning-based optimal sensor selection approach for equipment fault detection in a thermal power plant
Due to growing electricity demand, developing an efficient fault-detection system in thermal
power plants (TPPs) has become a demanding issue. The most probable reason for failure …
power plants (TPPs) has become a demanding issue. The most probable reason for failure …
A data-driven health prognostics approach for steam turbines based on xgboost and dtw
Z Que, Z Xu - IEEE Access, 2019 - ieeexplore.ieee.org
A steam turbine is one of the critical components in a power generation system whose
failure may result in unexpected consequences, even catastrophic losses. Thus, the …
failure may result in unexpected consequences, even catastrophic losses. Thus, the …
Optimizing high-speed rotating shaft vibration control: Experimental investigation of squeeze film dampers and a comparative analysis using Artificial Neural Networks …
RK Gupta, RC Singh - Expert Systems with Applications, 2024 - Elsevier
This research paper presents a comprehensive experimental and statistical approach for the
analysis of vibration amplitudes in a high-speed rotating shaft employing a squeeze film …
analysis of vibration amplitudes in a high-speed rotating shaft employing a squeeze film …