Covers: implementation of Flight trajectory prediction
Estimated time needed to finish: 120 minutes
Questions this item addresses:
- How to implement deep learning methodologies for trajectory prediction ?
How to use this item?
Before going through the codebase, please see the accompanying article (also mentioned in this list). Then try to compile and run the code, and go through the codebase.
Author(s) / creator(s) / reference(s)
Yulin Liu
0 comment
Machine learning based en-route flight safety methods
Collaborators
- Objectives
- Jump start application of machine learning methods for trajectory prediction and use cases involving flight safety
- Potential Use Cases
- Flight safety, flight prediction, delay prediction, flight operations, predictive maintenance, aircraft monitoring
- Who is this for ?
- INTERMEDIATEData Scientists interested in aerospace verticals, flight analysts, operations research analyst in the aerospace verticals
Click on each of the following annotated items to see details.
ARTICLE 1. IATA article on air passenger demand forecasts
- Why are developments and advanced analysis for flight safety necessary ?
10 minutes
ARTICLE 2. The future of the national airspace system
- What is the current state of the art and the future of air transportation systems that are (or will be) implemented ?
10 minutes
ARTICLE 3. Base of aircraft data: conventional approach to flight prediction
- What is the conventional physics based approach to trajectory prediction ?
10 minutes
PAPER 4. Flight trajectory prediction using deep generative convolutional recurrent neural networks approach
- How can we leverage deep learning in trajectory prediction ?
60 minutes
REPO 5. Deep trajectory prediction
- How to implement deep learning methodologies for trajectory prediction ?
120 minutes
PAPER 6. Introduction of uncertainty using Bayesian methods in flight trajectory prediction
- How can we include uncertainty in a manageable manner in flight trajectory predictions ?
60 minutes
VIDEO 7. Bayesian uncertainty integration with trajectory prediction explained
- How can we implement Bayesian uncertainty analysis and LSTMs for trajectory prediction ?
20 minutes
OTHER 8. Historic flight dataset
- Where can I access historic data to develop and test my methodologies ?
10 minutes
Concepts Covered
0 comment