Smart Agents for the Industry 4.0
Details
Max Hoffmann describes the realization of a framework that enables autonomous decision-making in industrial manufacturing processes by means of multi-agent systems and the OPC UA meta-modeling standard. The integration of communication patterns and SOA with grown manufacturing systems enables an upgrade of legacy environments in terms of Industry 4.0 related technologies. The added value of the derived solutions are validated through an industrial use case and verified by the development of a demonstrator that includes elements of self-optimization through Machine Learning and communication with high-level planning systems such as ERP.
About the Author:
Dr.-Ing. Max Hoffmann is a scientific researcher at the Institute of Information Management in Mechanical Engineering, RWTH Aachen University, Germany, and leads the group Industrial Big Data. His research emphasizes on production optimization by means of data integration through interoperability and communication standards for industrial manufacturing and integrated analysis by using Machine Learning and stream-based information processing.
Multi-Agent Systems for Distributed AI in Manufacturing
Autorentext
Dr.-Ing. Max Hoffmann is a scientific researcher at the Institute of Information Management in Mechanical Engineering, RWTH Aachen University, Germany, and leads the group "Industrial Big Data". His research emphasizes on production optimization by means of data integration through interoperability and communication standards for industrial manufacturing and integrated analysis by using Machine Learning and stream-based information processing.
Inhalt
Agent OPC UA Semantic Scalability and Interoperability Architecture for MAS through OPC UA.- Management System Integration of OPC UA Based MAS.- Flexible Manufacturing Based on Autonomous, Decentralized Systems.- Use Cases for Industrial Automation.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783658277413
- Auflage 1st edition 2019
- Sprache Englisch
- Größe H216mm x B153mm x T24mm
- Jahr 2019
- EAN 9783658277413
- Format Fester Einband
- ISBN 3658277416
- Veröffentlichung 26.09.2019
- Titel Smart Agents for the Industry 4.0
- Autor Max Hoffmann
- Untertitel Enabling Machine Learning in Industrial Production
- Gewicht 568g
- Herausgeber Springer Fachmedien Wiesbaden
- Anzahl Seiten 352
- Lesemotiv Verstehen
- Genre Informatik