Reinforcement learning for an air traffic control task. OpenAI gym based simulation.
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Updated
Dec 8, 2022 - Jupyter Notebook
Reinforcement learning for an air traffic control task. OpenAI gym based simulation.
Source code for the atmdata.github.io website
This repository contains the Acropole model for aircraft fuel flow prediction and Python packages for aircraft trajectory processing and fuel flow enhancement.
A GPU-Accelerated Multi-Objective Genetic Algorithm for Air Traffic Management
Machine learning approach to predict ATFM delay (in min) and delayed flights in the European Air Traffic Management Network (EATMN) with only capacity regulations as input
This repository contains simulations of drones movement according to Autonomous Drone Model.
The 1st conference on Artificial Intelligence and Data Analytics for Air Transportation (AIDA-AT 2020) will provide an excellent interdisciplinary forum for researchers to present and discuss latest advances in research work and applications of Artificial Intelligence and Data Analytics in the field of Air Transportation.
The open source air traffic simulator
Open-source airport surface movement simulator for taxiway path planning, conflict resolution, and RL research.
A collection of Tactical Conflict Resolution approaches designed for simplicity and ease of implementation.
The Heuristic Optimizer of the SlotMachine system
AirSimPy - Air Traffic Management Discrete Event Simulation Model created with SimPy
TCVAE trajectory embeddings for ATM operational analytics. Extract learned representations from generative models to discover flight patterns, detect outliers, and select representative trajectories without manual feature engineering.
Official repo for "Generative Machine Learning for Air Traffic Control Decision Support: Trajectory Prediction and Command Generation"
Understand how contrail avoidance can be efficiently integrated into air traffic management
The open source air traffic simulator for ADS-B cyber-security research
This is the GitHub repository for Learning Team 2 for our Final Project under Big Data and Cloud Computing.
Air Space Intelligence builds AI software for mission-critical aviation and defense operations. Its Prescience platform fuses live operational data, domain models, prediction, and optimization to give airlines, air-traffic managers, energy operators, and defense customers predictive situational awareness and decision support for complex…
Official repo for "Auto-ATC: A Diffusion-Transformer-Based Automatic Air Traffic Control System"
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