Descripción del proyecto
Empleo de la tecnología de IA para mejorar la fabricación
La industria manufacturera y transformadora puede beneficiarse de las tecnologías de inteligencia artificial (IA). El proyecto AI-PROFICIENT, financiado con fondos europeos, combinará el conocimiento humano con las capacidades de la IA para diseñar estrategias de control proactivo a fin de mejorar los procesos de fabricación en términos de eficiencia de producción, calidad y mantenimiento. El objetivo principal es mejorar el efecto positivo de la tecnología de IA en el conjunto del proceso de fabricación, al tiempo que mantiene como elemento central al ser humano, que desempeñará funciones de vigilancia (supervisión humana) y dirección (control humano). El proyecto identificará los medios efectivos para la interacción persona-máquina, lo que ayudará a la industria manufacturera y transformadora de Europa a mejorar la planificación y consecución de la producción.
Objetivo
The AI-PROFICIENT project will pave the way for integration of advanced AI technologies to manufacturing domain through an evolution from hierarchical and reactive decision making to self-learning and proactive control strategies. The proposed approach is underpinned by predictive and prescriptive AI analytics at both component and system level, by cross-fertilizing edge and platform AI, while leveraging the human knowledge and feedback for reinforcement learning (human-in-the-loop). AI-PROFICIENT aspires to bring advanced AI technologies to manufacturing and process industry, while improving the production planning and execution, and facilitating the collaboration between humans and machines. Taking the full advantage of AI capabilities and human knowledge, AI-PROFICIENT will develop proactive control strategies to improve the manufacturing process over three main vectors: production efficiency, quality and maintenance. AI-PROFICIENT will increase the positive impact of AI technology on the manufacturing process as a whole, while keeping the human in central position, assuming supervisory (human-on-the-loop) and executive (human-in-command) roles. AI-PROFICIENT intends to identify the effective means for human-machine interaction, while respecting the safety and security requirements and following the ethical principles, in order to enable: event identification and prediction, operation scenarios simulation, transparent decision and optimal control, and personalized shop-floor assistance. Such an approach will ensure that the ambitious, but realistic project targets, namely to improve production planning and execution, as well as to facilitate the human-machine collaboration, are achievable for the European manufacturing and process industry. The implementation of this novel concept will be based on the results of several recently finished European R&D projects, which will be demonstrated in two pilot sites, under different scenarios of significant economic value.
Ámbito científico
- engineering and technologymechanical engineeringmanufacturing engineering
- humanitiesphilosophy, ethics and religionethicsethical principles
- natural sciencescomputer and information sciencesartificial intelligencemachine learningreinforcement learning
- social scienceseconomics and businesseconomicsproduction economics
Palabras clave
Programa(s)
Convocatoria de propuestas
Consulte otros proyectos de esta convocatoriaConvocatoria de subcontratación
H2020-ICT-2020-1
Régimen de financiación
RIA - Research and Innovation actionCoordinador
54052 Nancy Cedex
Francia