AI Situational Awareness Foundation for Advancing Automation

Risultati finali

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

Pubblicazioni

The Proposal of a Concept of Artificial Situational Awareness in ATC

Autori: Tomislav Radišić, Petar Andraši, Doris Novak, Tea Rogošić
Pubblicato in: Engineering Power - Bulletin of the Croatian Academy of Engineering, Numero Vol. 15(2) 2020, 2020, Pagina/e 23-28, ISSN 1331-7210
Editore: Croatian Academy of Engineering

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

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

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

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

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

Autori: Michael Schrefl, Bernd Neumayr, Sebastian Gruber, Marlene Hartmann, Ivan Tukarić, Tomislav Radišić
Pubblicato in: Transportation Research Procedia, Numero 23521465, 2022, Pagina/e Pages 328-336, ISSN 2352-1465
Editore: 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

Autori: Kristina Samardžić, Tomislav Radišić, Ivan Tukarić, Ruth Esther Häusler Hermann
Pubblicato in: Transportation Research Procedia, Numero 23521465, 2022, Pagina/e Pages 316-327, ISSN 2352-1465
Editore: Elsevier B.V.
DOI: 10.1016/j.trpro.2022.09.036

Machine Learning classification techniques applied to static air traffic conflict detection

Autori: Javier A. Pérez-Castán, L. Pérez-Sanz, J. Bowen-Varela, L. Serrano-Mira, Tomislav Radisic, Thomas Feuerle
Pubblicato in: IOP Conference Series: Materials Science and Engineering, Numero 17578981, 2022, ISSN 1757-8981
Editore: IOP Science
DOI: 10.1088/1757-899x/1226/1/012019

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