AI Situational Awareness Foundation for Advancing Automation

Livrables

Risk assessment report
Final Project Results Report
Report on human-machine distributed SA

Report on humanmachine distributed SA

TRLAssessment Report

Exploitation and Dissemination Report
Requirements for automation of monitoring tasks via AI SA
Concept of Operations for AI Situational Awareness System

Proof-of-concept KG system

Data Management Plan

Data Management Plan according to the Open Research Data pilot

Facts, rules and queries capturing en-route ATC operations
4D trajectory prediction module
Populated knowledge graph
Conflict detection module
KG-Prolog mapper
Air traffic complexity estimation module

Project’s website and factsheet

Publications

The Proposal of a Concept of Artificial Situational Awareness in ATC

Auteurs: Tomislav Radišić, Petar Andraši, Doris Novak, Tea Rogošić
Publié dans: Engineering Power - Bulletin of the Croatian Academy of Engineering, Numéro Vol. 15(2) 2020, 2020, Page(s) 23-28, ISSN 1331-7210
Éditeur: Croatian Academy of Engineering

Learning Assurance Analysis for Further Certification Process of Machine Learning Techniques: Case-Study Air Traffic Conflict Detection Predictor

Auteurs: Javier A. Pérez-Castán, Luis Pérez Sanz, Marta Fernández-Castellano, Tomislav Radišić, Kristina Samardžić, Ivan Tukarić
Publié dans: Sensors - Special Numéro Sensors for Navigation and Control Systems, Numéro 14248220, 2022, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22197680

Design of an ATC Tool for Conflict Detection Based on Machine Learning Techniques

Auteurs: Javier Alberto Pérez-Castán, Luis Pérez-Sanz, Lidia Serrano-Mira, Francisco Javier Saéz-Hernando, Irene Rodríguez Gauxachs, Víctor Fernando Gómez-Comendador
Publié dans: Aerospace - Special Numéro 11th EASN International Conference on Innovation in Aviation & Space to the Satisfaction of the European Citizens, Numéro 22264310, 2022, ISSN 2226-4310
Éditeur: MDPI
DOI: 10.3390/aerospace9020067

Creating an ATC knowledge graph in support of the artificial situational awareness system

Auteurs: Michael Schrefl, Bernd Neumayr, Sebastian Gruber, Marlene Hartmann, Ivan Tukarić, Tomislav Radišić
Publié dans: Transportation Research Procedia, Numéro 23521465, 2022, Page(s) Pages 328-336, ISSN 2352-1465
Éditeur: Elsevier B.V.
DOI: 10.1016/j.trpro.2022.09.037

Novel Artificial Situational Awareness System is Comparable with Human Situational Awareness in the En-route Air Traffic Control Domain

Auteurs: Kristina Samardžić, Tomislav Radišić, Ivan Tukarić, Ruth Esther Häusler Hermann
Publié dans: Transportation Research Procedia, Numéro 23521465, 2022, Page(s) Pages 316-327, ISSN 2352-1465
Éditeur: Elsevier B.V.
DOI: 10.1016/j.trpro.2022.09.036

Machine Learning classification techniques applied to static air traffic conflict detection

Auteurs: Javier A. Pérez-Castán, L. Pérez-Sanz, J. Bowen-Varela, L. Serrano-Mira, Tomislav Radisic, Thomas Feuerle
Publié dans: IOP Conference Series: Materials Science and Engineering, Numéro 17578981, 2022, ISSN 1757-8981
Éditeur: IOP Science
DOI: 10.1088/1757-899x/1226/1/012019

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