Author: Innaxis
Author: Ulrike Schmalz (BHL)
Introduction
Today’s world is digital and data-driven and the change has been rapid, but is still ongoing. This digital transformation (or “digitalisation”) has altered many parts of our daily lives and offers ample potential for improving Europe’s...
A machine learning model for the prediction of reactionary delay
Author: Paolino De Falco (UoW)
Dispatcher3 aims at identifying and analysing the differences between planned and executed flights providing a support for fleet management decisions. One of the main actors involved in the fleet management is the duty manager whose main responsibility is to assess...
Pilot3 Optimisation Architecture
Author: Jovana Kuljanin (UPC)
Pilot3 could be triggered at some point of the departure procedure or when the aircraft is already en-route. The system will optimise the aircraft trajectory from the current aircraft state (i.e., the moment Pilot3 is triggered) down to reaching FL100 at the proximity...
Estimating operational uncertainty in Pilot3
Author: Clara Argerich (Innaxis)
Operational estimators that shed light on arrivals
Pilot3 software is a tool that optimizes trajectories based on factors that affect flight performance—everything from possible network disruptions, to bad weather and so on. For the purposes of this post, we will...
The particularities of Verification and Validation for Machine Learning data driven projects
Authors:Jovana Kuljanin & Julia de Homdedeu (UPC)
How does verification and validation approach in machine learning differ from the canonical verification and validation approach?
Dispatcher3 is a data-driven project which requires a distinctive approach in the verification and validation. Unlike...
Identification of data needs for Dispatcher3
Author: Damir Valput (Innaxis)
The main objective of Dispatcher3 is to leverage historical data and machine learning techniques to support flight management activities prior to departure, as described in our first blog post. The airline dispatchers assist in flight planning of individual operations...
Definition of Scenarios in the light of Agile methodology
AUTHOR: Jovana Kuljanin (UPC)
Pilot3 will be developed following some of the principles of the Agile paradigm. The methodology relies on the idea that different prototype versions are incrementally developed by adding new functionalities into each version, until we reach the fully functional prototype....
Dispatcher3: Data at the core of flight dispatching
Author: Luis Delgado (UoW)
An experienced dispatcher will have a good understanding on the differences between planned and executed flight plans. These differences will be driven by uncertainty factors such as, which runway is the one that will be used at arrival, what is the actual weather that...
How can we select a suitable multi-criteria optimisation method among the dozens existing ones?
AUTHOR: Adeline de Montlaur
Pilot3 aims at providing a software engine model for supporting crew decisions in the context of operations for civil aircraft, with a better understanding of the stakes of the current mission, from the perspective of the business objectives of the airline (read more)
To...
Optimisation objectives in Pilot3
AUTHOR: Luis Delgado
Airlines’ objectives for the operations of their flights, as defined in their flight policies, are translated into operational Cost Indexes (CIs). The Cost Index represents the ratio between cost of time and cost of fuel, hence a CI of zero in the Flight Management System...