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2025
Journal Article
Title

A neural network approach for collaborative cells

Title Supplement
An innovative online rescheduling strategy for maximizing productivity
Abstract
Transitioning from Industry 4.0 to Industry 5.0 signifies a significant change in how technology integrates with workplace dynamics. While Industry 4.0 focused on streamlining production through automation, Industry 5.0 centers on human-centric approaches. This entails designing work environments that prioritize human comfort and efficiency by incorporating technology that complements human capabilities. Collaborative robots, known as cobots, play a pivotal role in this shift, aiding humans in tasks while fostering increased human involvement. However, maximizing the benefits of cobots necessitates workspace designs that optimize both human and robotic resources' needs and preferences. A promising strategy involves implementing a dynamic task allocation system. This approach employs a neural network to adaptively reallocate tasks to prevent any loss in performance. Such advancements represent a significant stride towards establishing production settings that prioritize the effectiveness of human workers.
Author(s)
Granata, Irene
University of Padua  
Bues, Matthias  
Fraunhofer-Institut für Arbeitswirtschaft und Organisation IAO  
Calzavara, Martina
University of Padua  
Faccio, Maurizio
University of Padua  
Wingert, Benjamin  
Fraunhofer-Institut für Arbeitswirtschaft und Organisation IAO  
Journal
Procedia computer science  
Project(s)
Interconnected North-Est Innovation Ecosystem
Funder
European Union  
Conference
International Conference on Industry 4.0 and Smart Manufacturing 2024  
Open Access
DOI
10.1016/j.procs.2025.01.103
10.24406/publica-4523
File(s)
2025_Bues_A neural network approach.pdf (644.48 KB)
Rights
CC BY-NC-ND 4.0: Creative Commons Attribution-NonCommercial-NoDerivatives
Language
English
Fraunhofer-Institut für Arbeitswirtschaft und Organisation IAO  
Keyword(s)
  • Industry 5.0

  • Cobots

  • Neural Network

  • Productivity

  • Well-being

  • Human-Centered Design

  • Human-Robot Collaboration

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