Ensemble Learning Approach to the Prediction of Gas Turbine Trip

E Losi, M Venturini… - … of Engineering for …, 2023 - asmedigitalcollection.asme.org
In the field of gas turbine (GT) monitoring and diagnostics, GT trip is of great concern for
manufactures and users. In fact, due to the number of issues that may cause a trip, its …

Statistical rule extraction for gas turbine trip prediction

G Bechini, E Losi, L Manservigi… - … for Gas Turbines …, 2023 - asmedigitalcollection.asme.org
Gas turbine trip is an operational event that arises when undesirable operating conditions
are approached or exceeded, and predicting its onset is a largely unexplored area. The …

Prediction of gas turbine trip: A novel methodology based on random forest models

E Losi, M Venturini, L Manservigi… - … for Gas Turbines …, 2022 - asmedigitalcollection.asme.org
A gas turbine trip is an unplanned shutdown, of which the most relevant consequences are
business interruption and a reduction of equipment remaining useful life. Thus …

Prediction of Gas Turbine Trip by Combining Gas Path Measurements and Vibration Signals

E Losi, M Venturini… - … Expo: Power for …, 2023 - asmedigitalcollection.asme.org
As well-known, gas turbine (GT) trip causes a reduction of GT lifespan and makes costs
increase, because of unscheduled stops. Thus, predicting GT trip in advance would allow …

Application of Transfer Learning for the Prediction of Gas Turbine Trip

E Losi, M Venturini… - … Expo: Power for …, 2023 - asmedigitalcollection.asme.org
One of the most disrupting events that reduces gas turbine (GT) availability and also
significantly increases maintenance costs is trip. Given its nature, data-driven …

Data selection and feature engineering for the application of machine learning to the prediction of gas turbine trip

E Losi, M Venturini, L Manservigi… - … Expo: Power for …, 2021 - asmedigitalcollection.asme.org
A gas turbine trip is an unplanned shutdown, of which the consequences are business
interruption and a reduction of equipment remaining useful life. Therefore, detection and …

Detection of the Onset of Trip Symptoms Embedded in Gas Turbine Operating Data

E Losi, M Venturini… - … of Engineering for …, 2023 - asmedigitalcollection.asme.org
One of the most disrupting events that affect gas turbine (GT) operation is trip, since its
occurrence reduces machine life span and also causes business interruption. Thus, early …

Influence of the trigger time window on the detection of gas turbine trip

E Losi, M Venturini, L Manservigi… - Journal of Physics …, 2022 - iopscience.iop.org
Gas turbine (GT) trip is one of the most disrupting events that affect GT operation, since its
occurrence causes a reduction of equipment remaining useful life as well as revenue loss …

Methodology to Monitor Early Warnings Before Gas Turbine Trip

E Losi, M Venturini… - … of Engineering for …, 2024 - asmedigitalcollection.asme.org
The current energy scenario requires that gas turbines (GTs) operate at their maximum
efficiency and highest reliability. Trip is one of the most disrupting events that reduces GT …

Implementing data mining techniques for gas-turbine (GT) health tracking and life management: The bibliographic perspective

AI Abed, LW Ping - Expert Systems with Applications, 2024 - Elsevier
In addition to power generation, gas turbines (GT) are crucial components in many
engineering applications, including those for aircraft, ships, and other machinery that needs …