A platform for privacy-preserving Federated Machine Learning using Blockchain to enable Operational Improvements in ATM

Projektinformationen

AICHAIN

ID Finanzhilfevereinbarung: 894162

DOI 10.3030/894162

Projekt abgeschlossen

EK-Unterschriftsdatum 15 Mai 2020

Startdatum 1 Juli 2020

Enddatum 31 Dezember 2022

Finanziert unter

• SOCIETAL CHALLENGES - Smart, Green And Integrated Transport

Gesamtkosten € 1 525 545,00

EU-Beitrag € 996 505,00

Koordiniert durch

SITA EWAS APPLICATION SERVICES SL
Spain

Leistungen

Documents, reports (6)

Final Project Results

The Final Project Results FPR provides the public final summary of the project scientific results for wide dissemination It includes the Final Concept outline with identification of potential benefits and risks as an input for the maturity assessment of the proposed AICHAIN concept The report covers the targeted research objectives and scope workperformed key achievements conclusions and recommendations in terms of links to the SESAR programme and the ATM Master Plan and the list of identified further research needs and next steps to continue the development and validation of the proposed concept in the ATM research community

AICHAIN Governance & Incentives model - Final Report

The AICHAIN Governance and Incentives Final Report provides an update of some aspects in the baseline interim report D41 like for instance a revisit of the BenefitsImpactModel focused on the selected ATM use case on the light of the experimental operationalvalue results Task 34 outcomes and extends with the developed tentative governance model and incentives mechanism Task 43 its assessment with the engaged stakeholders including conclusions from the second External Advisory Board workshop Task 42 and the consolidated assessment of results of the AICHAIN concept as a new DIM solution and as a new potential SESAR enabler that could support the secured exploitation of private data Task 44

AICHAIN Operational Value - Interim Report

The AICHAIN Operational Value Interim Report provides the progress and outcomes from WP3 up to the project midterm that is identification of the ATM use case model data sets and benefitsimpact model BIM preliminary analysis Task 31 the description of design of experiments FedML models and data use terms Task32 and the initiated development of Fedml models and data preparation ongoing Task 33

AICHAIN Solution Architecture - Final Report Public

The AICHAIN Solution Architecture Final Report Public provides the publishable report of WP2 tasks ie an update of the definition and design of the target architecture and of the smallscale demonstration prototype provided in the baseline interim report D21 and extends with the final development results Task 23 and lessons learnt along the activities of experimentation analysis and assessment of results Task24

AICHAIN Governance & Incentives model - Interim Report

The AICHAIN Governance and Incentives Interim Report provides the progress and outcomes from WP4 up to the project midterm that is theoretical identification of data exploitation benefits focussing on the selected ATM use case and its BenefitsImpactModel Task 41 the preparation execution and results of the External Advisory Board first workshop Task 42 and the conclusions and ongoing work on the definition of the governance and incentives scheme and prospects for its assessment and validation and further stakeholders consultation ongoing Task 43

AICHAIN Operational Value - Final Report

The AICHAIN Operational Value Final Report provides an update of the aspects covered in the baseline interim report D31 and extends with the description of final development of FedML models and data sets preparation Task 33 and the experimentation results with the selected ATM use case and the assessment of the potential operational value benefits and risks Task 34

Websites, patent fillings, videos etc. (2)

Dissemination Material

The Dissemination Material type DEC deliverable is the set of public project factsheet brochure posters presentations papers or videos that will be developed along the project to support the communication dissemination and exploitation of project results

Dissemination Project Web Site

The Dissemination Project Web Site (type DEC) deliverable is the public web site setup as a channel to communicate and make project results accessible publicly online.

Veröffentlichungen

Conference proceedings (1)

Privacy-preserving federated machine learning in ATM: experimental results from two use cases

Autoren: Ruiz, S., Rungger, A., Busto, J., Toor, S., & Martín, I
Veröffentlicht in: Proceedings of the 12th SESAR Innovation Days, 5-8 December 2022, Ausgabe Annual, 2022
Herausgeber: SESAR Joint Undertaking