An interactive conflict solver for learning air traffic conflict resolutions

PN Tran, DT Pham, SK Goh, S Alam… - … Information Systems, 2020 - arc.aiaa.org
… , air traffic flow extraction [18], and flight delay prediction [19,20]. The conflict resolution problem
in air traffic management… to build automated systems for air traffic control. For example, in …

Review of deep reinforcement learning approaches for conflict resolution in air traffic control

Z Wang, W Pan, H Li, X Wang, Q Zuo - Aerospace, 2022 - mdpi.com
… field of air traffic control (ATC), particularly in conflict resolution. … existing DRL applications
for conflict resolution problems. This … Aircraft are modeled as the agents of a cooperative multi-…

One to any: Distributed conflict resolution with deep multi-agent reinforcement learning and long short-term memory

MW Brittain, P Wei - AIAA Scitech 2021 Forum, 2021 - arc.aiaa.org
… Therefore, we need an autonomous air traffic control system to ensure safe separation …
Cooperation was encouraged by defining identical reward functions for all agents. We …

Review of conflict resolution methods for manned and unmanned aviation

M Ribeiro, J Ellerbroek, J Hoekstra - Aerospace, 2020 - mdpi.com
… a threat to the current approach to air traffic control already for decades, inspiring research
… -board non-cooperative systems/sensors. As unmanned aviation has no broadcast standard …

Physics informed deep reinforcement learning for aircraft conflict resolution

P Zhao, Y Liu - … on Intelligent Transportation Systems, 2021 - ieeexplore.ieee.org
… combines multiple affected aircraft to perform conflict resolution cooperatively, the deconflict
… deep reinforcement learning for conflict resolution in air traffic management is proposed in …

Decentralized multi-agent path finding for UAV traffic management

F Ho, R Geraldes, A Gonçalves… - … Systems, 2020 - ieeexplore.ieee.org
… , whereby all agents are cooperative such that no agent is … Several works in the Air Traffic
Management (ATM) domain … They are responsible for conflict resolution of their operations…

Review on artificial intelligence techniques for improving representative air traffic management capability

J Tang, G Liu, Q Pan - … of Systems Engineering and Electronics, 2022 - ieeexplore.ieee.org
… gent ATC systems that permit a richer analysis of existing air traffic … can help to develop
intelligent conflict detection and resolution … conflict resolution algorithm for terminal area air traffic

A survey on operation concept, advancements, and challenging issues of urban air traffic management

R Shrestha, I Oh, S Kim - Frontiers in Future Transportation, 2021 - frontiersin.org
System (NAS) in cooperation with FAA has launched effective airspace and air traffic control
system… However, access to Y and Z volume offers preflight conflict resolution and might have …

A performance-based airspace model for unmanned aircraft systems traffic management

N Pongsakornsathien, S Bijjahalli, A Gardi, A Symons… - Aerospace, 2020 - mdpi.com
air traffic are inapplicable in their current form to the UAS/UAM traffic management problem.
… significant challenges this poses to navigation and cooperative surveillance performance. In …

[HTML][HTML] A survey of safety separation management and collision avoidance approaches of civil UAS operating in integration national airspace system

G Xiangmin, LYU Renli, SHI Hongxia, C Jun - Chinese Journal of …, 2020 - Elsevier
… and experiments in the air traffic management of UAS and … conflict resolution method takes
aircraft involved in conflicts … multi-agent cooperative control and optimization problem with …