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Development of prescriptive AnalYtics baseD on aRtificial intElligence for iAMS

Objective

The overall DAYDREAMS objective is to move forward the integration and use of data and artificial/human trustworthy intelligence together with context-driven HMI for prescriptive Intelligent Asset Management Systems (IAMS) in railway by (i) advancing in maintenance approach towards prescriptive asset management, (ii) improving the decision-making process by developing multi-objective decision optimisation approaches taking into account all implications of IAMS decisions in the railway environment, and (iii) reinforcing the role of the person-in-the-loop by designing and developing advanced context-driven HMIs to allow context- and risk-aware multiple-options decision-making processes.
The HMI will allow the person-in-the-loop to: (i) properly access and visualise predictions/metrics and models, (ii) assess why and how the model predicts something, (iii) Steer models by setting parameters, and (iv) evaluate alternatives using parameter steering and extending this process through speculative execution.
The DAYDREAMS objective will be assessed by validating the proposed solution using the following two-step approach: (i) A first validation at TRL 4 of the approaches (developed prescriptive asset management) using several internal scenarios and one scenario provided by the CFM IN2SMART2 project; (ii) A further validation of the DAYDREAMS methodologies integrated in a TRL 5 prototype using at least two scenarios: at least one internal scenario and the IN2SMART2 scenario. The validation will cover both the performances of the prototypes and its trust for future adoption in multi-actors environments.
The validation will be carried out by defining evaluation and validation metrics and KPIs: (i) linked to asset management problems to be solved by the involved Infrastructure Managers (IMs) and related baselines, (ii) quantified and measurable; (iii) referred to high-level KPIs defined in the S2R IMPACT2 CFM project, and (iv) useful to address multi-objective optimisation.

Field of science

  • /natural sciences/computer and information sciences/artificial intelligence

Call for proposal

H2020-S2RJU-OC-2020
See other projects for this call

Funding Scheme

Shift2Rail-RIA - Research and Innovation action

Coordinator

UNION DES INDUSTRIES FERROVIAIRES EUROPEENNES - UNIFE
Address
Avenue Louise 221
1050 Bruxelles
Belgium
Activity type
Other
EU contribution
€ 146 875

Participants (10)

CEFRIEL SOCIETA CONSORTILE A RESPONSABILITA LIMITATA
Italy
EU contribution
€ 192 500
Address
Viale Sarca 226
20126 Milano
Activity type
Research Organisations
INSTITUTE OF ACCELERATING SYSTEMS AND APPLICATIONS
Greece
EU contribution
€ 91 000
Address
Panepistimiou 30
10024 Athina
Activity type
Higher or Secondary Education Establishments
RETE FERROVIARIA ITALIANA
Italy
EU contribution
€ 179 812,50
Address
Piazza Della Croce Rossa 1
00161 Roma
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
RINA CONSULTING SPA
Italy
EU contribution
€ 88 750
Address
Via Cecchi 6
16129 Genova
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
STIMIO SAS
France
EU contribution
€ 90 500
Address
52 Rue Du Nil
44470 Carquefou
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
TRAINOSE METAFORES-METAFORIKES YPIRESIES EPIVATON KAI FORTIOU AE
Greece
EU contribution
€ 98 000
Address
Karolou Str 1 3
10437 Athina
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
UNIVERSITAT KONSTANZ
Germany
EU contribution
€ 264 375
Address
Universitatsstrasse 10
78464 Konstanz
Activity type
Higher or Secondary Education Establishments
UNIVERSITY OF BRISTOL
United Kingdom
EU contribution
€ 77 687,50
Address
Beacon House Queens Road
BS8 1QU Bristol
Activity type
Higher or Secondary Education Establishments
UNIVERSITA DEGLI STUDI DI GENOVA
Italy
EU contribution
€ 273 875
Address
Via Balbi 5
16126 Genova
Activity type
Higher or Secondary Education Establishments
ZENABYTE SRL
Italy
EU contribution
€ 206 500
Address
Via Cesarea 2
16121 Genova
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)