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Vertical Conflict Resolution in Layered Airspace with Reinforcement Learning using the BlueSky Open Air Traffic Simulator

Vertical Conflict Resolution in Layered Airspace with Reinforcement Learning using the BlueSky Open Air Traffic Simulator

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Description

Simulation environment build in the BlueSky Open Air Traffic simulator (see reference) for testing the relationship between DRL model efficacy and traffic density during training. Spefically focused on conflict resolution during vertical manoeuvres in a layered airspace.

Before running or going through the code make sure to read the ReadMe file.

The software is also available on github: https://github.com/jangroter/TrafficDensityImpactRL

Logo of Vertical Conflict Resolution in Layered Airspace with Reinforcement Learning using the BlueSky Open Air Traffic Simulator
Keywords
Air traffic management (ATM)
BlueSky
Conflict detection and resolution
Deep Reinforcement Learning (DRL)
Soft Actor Critic
Unmanned Aircraft Systems
License
  • GPL-3.0-only
</>Source code
Not specified
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JG

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