Towards conformal automation in air traffic control: Learning conflict resolution strategies through behavior cloning

Y Guleria, DT Pham, S Alam, PN Tran… - Advanced Engineering …, 2024 - Elsevier
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') …

[HTML][HTML] Conflict assessment and resolution of climate-optimal aircraft trajectories at network scale

F Baneshi, M Soler, A Simorgh - Transportation Research Part D: Transport …, 2023 - Elsevier
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 …

Deep reinforcement learning based path stretch vector resolution in dense traffic with uncertainties

DT Pham, PN Tran, S Alam, V Duong… - … research part C: emerging …, 2022 - Elsevier
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 …

A machine learning approach for conflict resolution in dense traffic scenarios with uncertainties

DT Pham, NP Tran, S Alam, V Duong, D Delahaye - 2019 - dr.ntu.edu.sg
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 …

An interactive conflict solver for learning air traffic conflict resolutions

PN Tran, DT Pham, SK Goh, S Alam… - Journal of Aerospace …, 2020 - arc.aiaa.org
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) …

Probabilistic multi-aircraft conflict detection and resolution considering wind forecast uncertainty

E Hernandez-Romero, A Valenzuela… - Aerospace Science and …, 2020 - Elsevier
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 …

Potential safety occurrences as indicators of air traffic management safety performance: A network based simulation model

F Netjasov, D Crnogorac, G Pavlović - Transportation research part C …, 2019 - Elsevier
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 …

An intelligent interactive conflict solver incorporating air traffic controllers' preferences using reinforcement learning

NP Tran, DT Pham, SK Goh, S Alam… - 2019 integrated …, 2019 - ieeexplore.ieee.org
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 …

Cooperation of combinatorial solvers for en-route conflict resolution

R Wang, R Alligier, C Allignol, N Barnier… - … Research Part C …, 2020 - Elsevier
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 …

An agent-based approach for air traffic conflict resolution in a flow-centric airspace

Y Guleria, DT Pham, S Alam - 2023 IEEE 26th International …, 2023 - ieeexplore.ieee.org
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 …