SynthAIr - Generating Synthetic Aircraft Trajectories - Poster

SynthAIr aims to enhance ATM automation and simulation through AI- driven synthetic data generation, exploring six interconnected use cases. This work focuses on Use Case 4, generating synthetic aircraft trajectories. Why Do Synthetic Trajectories Matter? • Enhance simulations with diverse and realistic scenarios. • Augment existing data to improve machine learning model training. • Safely test new ATM concepts and strategies. • Address data scarcity while maintaining privacy. • Support capacity planning with data-driven insights. • Explore rare events without introducing operational risks. • Expand limited datasets for comprehensive airspace analysis.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-11-12
DOI
https://doi.org/10.5281/zenodo.14192163
Primary Topic
Air Traffic Management and Optimization
Type
article
Field-Weighted Citation Impact
0.00
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article

SynthAIr - Generating Synthetic Aircraft Trajectories - Poster

Zenodo (CERN European Organization for Nuclear Research)
Air Traffic Management and Optimization
article

SynthAIr - Generating Synthetic Aircraft Trajectories - Poster

article en

Abstract

SynthAIr aims to enhance ATM automation and simulation through AI- driven synthetic data generation, exploring six interconnected use cases. This work focuses on Use Case 4, generating synthetic aircraft trajectories. Why Do Synthetic Trajectories Matter? • Enhance simulations with diverse and realistic scenarios. • Augment existing data to improve machine learning model training. • Safely test new ATM concepts and strategies. • Address data scarcity while maintaining privacy. • Support capacity planning with data-driven insights. • Explore rare events without introducing operational risks. • Expand limited datasets for comprehensive airspace analysis.

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 35%
Air Traffic Management and Optimization
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SynthAIr - Generating Synthetic Aircraft Trajectories - Poster · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS