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Towards conformal automation in air traffic control: Learning conflict resolution strategies through behavior cloning
A critical factor in achieving conformity of automation tools in performing expert tasks, such
as air traffic conflict resolution, is the identification of air traffic controllers'(ATCOs') …
as air traffic conflict resolution, is the identification of air traffic controllers'(ATCOs') …
[HTML][HTML] Conflict assessment and resolution of climate-optimal aircraft trajectories at network scale
Aviation contributes to anthropogenic climate change through carbon dioxide (CO 2) and
non-CO 2 emissions. Due to dependency on atmospheric conditions, the non-CO 2 climate …
non-CO 2 emissions. Due to dependency on atmospheric conditions, the non-CO 2 climate …
Deep reinforcement learning based path stretch vector resolution in dense traffic with uncertainties
With the continuous growth in the air transportation demand, air traffic controllers will have to
handle increased traffic and consequently, more potential conflicts. This gives rise to the …
handle increased traffic and consequently, more potential conflicts. This gives rise to the …
A machine learning approach for conflict resolution in dense traffic scenarios with uncertainties
With the continuous growth in the air transportation demand, air traffic controllers will have to
handle increased traffic and consequently more potential conflicts. This gives rise to the …
handle increased traffic and consequently more potential conflicts. This gives rise to the …
An interactive conflict solver for learning air traffic conflict resolutions
The increasing demand in air transportation is pushing the current air traffic management
system to its limits in the airspace capacity and workload of air traffic controllers (ATCOs) …
system to its limits in the airspace capacity and workload of air traffic controllers (ATCOs) …
Probabilistic multi-aircraft conflict detection and resolution considering wind forecast uncertainty
A probabilistic method for aircraft conflict detection and resolution considering the effects of
wind forecast uncertainty is presented in this paper. The wind components are modeled as …
wind forecast uncertainty is presented in this paper. The wind components are modeled as …
Potential safety occurrences as indicators of air traffic management safety performance: A network based simulation model
This paper presents a Network Based Simulation Model developed with the objective of
assessing novel safety performance indicators of the future Air Traffic Management system …
assessing novel safety performance indicators of the future Air Traffic Management system …
An intelligent interactive conflict solver incorporating air traffic controllers' preferences using reinforcement learning
The increasing demand in air transportation is pushing the current air traffic management
(ATM) system to its limits in the airspace capacity and workload of air traffic controllers …
(ATM) system to its limits in the airspace capacity and workload of air traffic controllers …
Cooperation of combinatorial solvers for en-route conflict resolution
One of the key challenges towards more automation in Air Traffic Control is the resolution of
en-route conflicts. In this article we present a generic framework for the conflict resolution …
en-route conflicts. In this article we present a generic framework for the conflict resolution …
An agent-based approach for air traffic conflict resolution in a flow-centric airspace
The air traffic control paradigm is shifting from sector-based operations to flow-centric
approaches to address the scalability limitations of geographically-bound air traffic sectors …
approaches to address the scalability limitations of geographically-bound air traffic sectors …