Results 11 to 20 of about 9,897 (232)

A Two-Stage Attention-Based Hierarchical Transformer for Turbofan Engine Remaining Useful Life Prediction. [PDF]

open access: yesSensors (Basel)
The accurate estimation of the remaining useful life (RUL) for aircraft engines is essential for ensuring safety and uninterrupted operations in the aviation industry.
Fan Z, Li W, Chang KC.
europepmc   +2 more sources

Remaining useful life prognosis of turbofan engines based on deep feature extraction and fusion. [PDF]

open access: yesSci Rep, 2022
In turbofan engine datasets, to address problems, such as noise interference, diverse data types, large data volumes, complex feature extraction, inability to effectively describe degradation trends, and poor remaining useful life (RUL) prognosis effects,
Peng C, Chen Y, Gui W, Tang Z, Li C.
europepmc   +2 more sources

Remaining Useful Life Estimation of Turbofan Engines with Deep Learning Using Change-Point Detection Based Labeling and Feature Engineering

open access: yesApplied Sciences, 2023
Accurate remaining useful life (RUL) prediction is one of the most challenging problems in the prognostics of turbofan engines. Recently, RUL prediction methods for turbofan engines mainly involve data-driven models.
Kıymet Ensarioğlu   +2 more
semanticscholar   +1 more source

Remaining Useful Life Prediction of Aircraft Turbofan Engine Based on Random Forest Feature Selection and Multi-Layer Perceptron

open access: yesApplied Sciences, 2023
The accurate prediction of the remaining useful life (RUL) of aircraft engines is crucial for improving engine safety and reducing maintenance costs. To tackle the complex issues of nonlinearity, high dimensionality, and difficult-to-model degradation ...
Hairui Wang   +5 more
semanticscholar   +1 more source

A Deep Learning Model for Remaining Useful Life Prediction of Aircraft Turbofan Engine on C-MAPSS Dataset

open access: yesIEEE Access, 2022
In the era of industry 4.0, safety, efficiency and reliability of industrial machinery is an elementary concern in trade sectors. The accurate remaining useful life (RUL) prediction of an equipment in due time allows us to effectively plan the ...
Owais Asif   +5 more
semanticscholar   +1 more source

Development of a Predictive Tool for the Parametric Analysis of a Turbofan Engine

open access: yesApplied Sciences, 2023
Parametric cycle analysis, an on-design engine study, specifies the required design characteristics that optimize engine performance. This study aimed to conduct a parametric analysis of a low-bypass turbofan engine with an afterburner, F100-PW229, and ...
Z. Ahmed   +3 more
semanticscholar   +1 more source

The completion of the mathematical model by parameter identification for simulating a turbofan engine [PDF]

open access: yesINCAS Bulletin, 2015
The purpose of this paper is to set up a method to determine the missing engine design parameters (turbine inlet temperature T3T, airflow rate) which significantly influence the jet engines thrust.
Irina Carmen ANDREI   +3 more
doaj   +1 more source

A Genetic Algorithm Optimized RNN-LSTM Model for Remaining Useful Life Prediction of Turbofan Engine

open access: yesElectronics, 2021
Understanding the remaining useful life (RUL) of equipment is crucial for optimal predictive maintenance (PdM). This addresses the issues of equipment downtime and unnecessary maintenance checks in run-to-failure maintenance and preventive maintenance ...
K. Chui, B. B. Gupta, P. Vasant
semanticscholar   +1 more source

CNN-Based Intelligent Fault-Tolerant Control Design for Turbofan Engines With Actuator Faults

open access: yesIEEE Access, 2021
In this paper, the problem of fault-tolerant control is investigated for turbofan engines with actuator faults. The controller involvement has repressed the effects of actuator faults on the controlled outputs of turbofan engines, making fault-tolerant ...
Dingding Cheng, Lijun Liu, Zhen Yu
doaj   +1 more source

Aircraft Turbofan Noise [PDF]

open access: yesVolume 5: Ceramics; Structures and Dynamics; Controls, Diagnostics and Instrumentation; Education; Process Industries, 1983
Recent advances in the understanding of turbofan noise generation and suppression in aircraft engines are reviewed with particular emphasis on NASA research. The review addresses each link in the chain of physical processes which connect unsteady flow interactions with fan blades to far field noise.
J. F. Groeneweg, E. J. Rice
openaire   +1 more source

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