Prescriptive digital twins for cognitive-enriched competency development of workforce of the future in smart factories

The RESILIENCE project (Prescriptive digital twins for cognitive-enriched competency development of workforce of the future in smart factories), CUP H53D23001310001, funded by the European Union – NextGenerationEU Plan, component M4C2, investment 1.1, through the Italian Ministry for Universities and Research MUR "Bando PRIN 2022 - D.D. 104 del 02-02-2022

Towards a
flexible and agile
workforce 5.0:
empowering operators
in non-routine tasks

about the project

RESILIENCE identifies digital twin (DT) technology, prescriptive analytics (PsA), building information modelling (BIM) and a structured On-the-Job Training (OJT) strategy as the cutting-edge enablers of a novel training paradigm, called “training-on-the-go” or “prescriptive training”, according to which training is not scheduled long before the actual performance, but only when and if needed. Thanks to the integration of predictive/prescriptive methods, knowledge management and representation techniques and decision support methodologies, it is possible to recommend “what should be done” based on context-specific data collected from the shop floor. Digital training environments recreating faithfully the future operational context that workers would likely face will be generated thanks to BIM and digital twin data and models. In order to maximise the training effectiveness, a structured OJT strategy will be developed which leverages learning/forgetting curves that integrate the task complexity and worker-related factors (including their background knowledge, psycho-physical attitude, personal skills, experience with the task, experience with similar tasks, age, and gender).
Duration: 2 years.
Timeline: 28 Sept 2023 – 27 Sept 2025

why it matters

As manufacturers increase their efforts to infuse greater resilience in their operations, they’re recognising the importance of training the workforce to keep the shop floor running, especially in times of disruption. While centrally located, long-time expert employees spend most of their time coaching less-experienced workers and workers assistance technology is getting popular in the Smart Operator literature, they do not really upskill those workers sufficiently, thus preventing manufacturing operations from performing at a consistently high level. This is even more critical nowadays as a consequence of the shift away from manual and routine work towards non-routine work. To this end, companies need an alternative solution that lessens training duration, improves skills retention, and offers situational awareness, thus sustaining a healthy and safe workforce in the perspective of human-centric cyber-physical production systems (H-CPPS). The question that motivates this project is: ‘are technologies and methods mature enough to enable a novel training strategy that prepares industrial workers for what is really coming instead of preparing them for a large set of scenarios – even very unlikely ones?’.

partners

objectives

RESILIENCE aims at devising a “prescriptive training” prototype system for an agile workforce training, thus making progress toward “everyone’s expert” in the light of the emerging Industry 5.0 paradigm.
PRIN 2022 RESILIENCE
Objective 1
Develop an intelligent decision support system based on a prescriptive algorithm for non-routine task recommendation
PRIN 2022 RESILIENCE
Objective 2
Definition of a BIM-based approach for the automated generation of context-specific digital training scenes
PRIN 2022 RESILIENCE
Objective 3
Development of an ad-hoc portfolio/library of open source “plug&play” digital modules that model the state and behaviour of industrial assets
PRIN 2022 RESILIENCE
Objective 4
Definition of a cognitive-based learning model for structured OJT training programs

latest news

PRIN 2022 RESILIENCE Project Progress Meeting in Brescia

On May 3rd, 2024, the research team of the RESILIENCE project was hosted at Metallurgica San Marco, a partner company ...

RESILIENCE project kicks-off at UNICAL, Italy

On October 30th and 31st, the University of Calabria hosted the kickoff meeting of the PRIN 2022 - RESILIENCE project, ...

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