Anomaly detection via a Gaussian Mixture Model for flight operation and safety monitoring
L Li, RJ Hansman, R Palacios, R Welsch - Transportation Research Part C …, 2016 - Elsevier
Safety is key to civil aviation. To further improve its already respectable safety records, the
airline industry is transitioning towards a proactive approach which anticipates and mitigates …
airline industry is transitioning towards a proactive approach which anticipates and mitigates …
Challenges and opportunities in flight data mining: A review of the state of the art
Incident and accident rates of rotorcraft and fixed-wing general aviation operations are
considerably higher than those of commercial aviation. Efforts to improve the safety record of …
considerably higher than those of commercial aviation. Efforts to improve the safety record of …
Real-time anomaly detection framework using a support vector regression for the safety monitoring of commercial aircraft
The development of an automated health monitoring framework is critical for aviation system
safety, especially considering the expected increase in air traffic over the next decade …
safety, especially considering the expected increase in air traffic over the next decade …
[HTML][HTML] Toward automated instructor pilots in legacy air force systems: Physiology-based flight difficulty classification via machine learning
Abstract The United States Air Force (USAF) is struggling to train enough pilots to meet
operational requirements. Technology has advanced rapidly over the last 70 years but …
operational requirements. Technology has advanced rapidly over the last 70 years but …
A data analytics framework for anomaly detection in flight operations
LC e Silva, MCR Murça - Journal of Air Transport Management, 2023 - Elsevier
In the air transport system, there has been a continuous effort to develop policies, tools, and
methodologies that increase and standardize safety levels across the entire commercial …
methodologies that increase and standardize safety levels across the entire commercial …
[图书][B] Competency-based education in aviation: Exploring alternate training pathways
Whether a trainee is studying air traffic control, piloting, maintenance engineering, or cabin
crew, they must complete a set number of training'hours' before being licensed or certified …
crew, they must complete a set number of training'hours' before being licensed or certified …
[PDF][PDF] Flight data monitoring (FDM) unknown hazards detection during approach phase using clustering techniques and AutoEncoders
A Fernández, D Martınez, P Hernández… - Proceedings of the …, 2019 - researchgate.net
Airlines safety departments analyse aircraft data recorded on-board (FDM) to inspect safety
occurrences. This activity relies on human experts to create a rule-based system that detects …
occurrences. This activity relies on human experts to create a rule-based system that detects …
Detecting high-risk anomalies in aircraft dynamics through entropic analysis of time series data
E Juarez Garcia, C Stephens, NJ Napoli - AIAA AVIATION 2022 Forum, 2022 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2022-3257. vid Despite recent efforts to
move away from traditional threshold exceedance detection methods for aircraft state …
move away from traditional threshold exceedance detection methods for aircraft state …
[PDF][PDF] Forecasting unstable approaches with boosting frameworks and lstm networks
D Martınez, A Fernández, P Hernández… - 9th SESAR Innovation …, 2019 - sesarju.eu
This paper presents a machine learning algorithm trained to predict unstable approach
events. Predictive modeling for unstable approaches (UA) forecasting needs a precursors …
events. Predictive modeling for unstable approaches (UA) forecasting needs a precursors …
Unsupervised flight phase recognition with flight data clustering based on GMM
D Liu, N Xiao, Y Zhang, X Peng - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Currently, with the rapid development of the aviation industry, researchers are paying more
attention to the improvement of aviation safety. Aviation safety mainly includes flight safety …
attention to the improvement of aviation safety. Aviation safety mainly includes flight safety …