Integrating spoken instructions into flight trajectory prediction to optimize automation in air traffic control. [PDF]
Nat Commun, 2023 The booming air transportation industry inevitably burdens air traffic controllers’ workload, causing unexpected human factor-related incidents. Current air traffic control systems fail to consider spoken instructions for traffic prediction, bringing ...
Guo D +5 more
europepmc +3 more sources
Assessment and analysis of accents in air traffic control speech: a fusion of deep learning and information theory [PDF]
Frontiers in NeuroroboticsIntroductionEnhancing the generalization and reliability of speech recognition models in the field of air traffic control (ATC) is a challenging task. This is due to the limited storage, difficulty in acquisition, and high labeling costs of ATC speech ...
Weijun Pan +4 more
doaj +2 more sources
Explanation of Machine-Learning Solutions in Air-Traffic Management
Aerospace, 2021 Advances in the trusted autonomy of air-traffic management (ATM) systems are currently being pursued to cope with the predicted growth in air-traffic densities in all classes of airspace.
Yibing Xie +3 more
semanticscholar +1 more source
Improved F-RRT∗ Algorithm for Flight-Path Optimization in Hazardous Weather
International Journal of Aerospace Engineering, 2022 Hazardous weather has become a major cause of flight delays in recent years. With the development of satellite navigation systems, the study of flight-path optimization under hazardous weather conditions has become especially important.
Xue Qiu +6 more
doaj +1 more source
A Survey on Operation Concept, Advancements, and Challenging Issues of Urban Air Traffic Management
Frontiers in Future Transportation, 2021 The recent growth and adoption of unmanned aerial vehicles (UAVs) is due to their low development cost, high aerial mobility, advanced battery technology, rotors, gyroscopes, GPS, cameras, sensors, and wide range of applications.
Rakesh Shrestha, Inseon Oh, Shiho Kim
semanticscholar +1 more source
Intelligent Management of Air Traffic Flow Based on Intelligent Motion Coordinate Data Model
Journal of Advanced Transportation, 2022 To adapt to the intelligent management of traffic flow in modern aviation, this study improves the algorithm according to the data exercise method and establishes the mathematical model and vector model of intelligent motion coordinates.
Junhao Liu +9 more
doaj +1 more source
Automatic Speech Recognition for Air Traffic Control Communications
Transportation Research Record, 2021 A significant fraction of communications between air traffic controllers and pilots is through speech, via radio channels. Automatic transcription of air traffic control (ATC) communications has the potential to improve system safety, operational ...
S. Badrinath, H. Balakrishnan
semanticscholar +1 more source
Journal of Advanced Transportation, 2022 To ensure the safety of aircraft operation, the current regional passenger aircraft maintains a large distance from the preceding aircraft in actual operation, which result in reducing the operation efficiency of airports and airspace, and increasing ...
Weijun Pan +4 more
doaj +1 more source
Research on automatic pilot repetition generation method based on deep reinforcement learning
Frontiers in Neurorobotics, 2023 Using computers to replace pilot seats in air traffic control (ATC) simulators is an effective way to improve controller training efficiency and reduce training costs.
Weijun Pan +4 more
doaj +1 more source
Air traffic and contrail changes over Europe during COVID-19: a model study
, 2021 . The strong reduction of air traffic during the COVID-19 pandemic provides a unique test case for the relationship between air traffic density, contrails, and their radiative forcing of climate change.
U. Schumann +10 more
semanticscholar +1 more source