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The MAS4AI framework for human-centered agile and smart manufacturing
Aleksandr Sidorenko1, William Motsch1, Michael van Bekkum2
1Deutsches Forschungszentrum für Künstliche Intelligenz GmbH, Kaiserslautern, Germany.
Frontiers in Artificial Intelligence
|October 16, 2023
Summary
This research introduces a Multi-Agent System (MAS) integrating smart workers and AI for resilient production. It enhances human-machine collaboration and adaptability in dynamic manufacturing environments.
Area of Science:
- Industrial Engineering
- Artificial Intelligence
- Cyber-Physical Systems
Background:
- Modern value chains require adaptable, resilient production systems to meet demands for customized, low-batch products.
- Cyber-Physical Production Systems (CPPS) with Artificial Intelligence (AI) can enhance system resilience and responsiveness.
- Existing multi-agent solutions face challenges in orchestrating AI components and integrating human decision-making.
Purpose of the Study:
- To propose a Multi-Agent System (MAS) for dynamic and reconfigurable production paradigms.
- To enhance human-machine integration and collaboration within intelligent manufacturing systems.
- To enable autonomous and cooperative decision-making through decentralized agent interactions.
Main Methods:
- Development of a Multi-Agent System (MAS) where software agents collaborate with smart workers.
- Utilization of Asset Administration Shell (AAS) submodels for machine-readable smart worker descriptions.
- Implementation of AAS for system integration, adaptability, and self-configuration.
Main Results:
- The proposed MAS facilitates dynamic and reconfigurable production environments.
- Asset Administration Shell (AAS) enables seamless integration and self-description of system components.
- Improved human-machine integration in shared assembly tasks and support for plug-and-produce functionality.
Conclusions:
- The MAS approach enhances production system resilience and adaptability.
- AAS integration is crucial for interoperability and dynamic reconfiguration.
- The system promotes efficient human-machine collaboration in Industry 4.0 settings.
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