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Smart Agents for the Industry 4.0 : Enabling Machine Learning in Industrial Production

By: Max Hoffmann (Author)

Extended Catalogue

Ksh 27,350.00

Format: Hardback or Cased Book

ISBN-10: 3658277416

ISBN-13: 9783658277413

Edition statement: 2019 ed.

Publisher: Springer Fachmedien Wiesbaden

Imprint: Springer Vieweg

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Sep 26th, 2019

Publication Status: Active

Product extent: 318 Pages

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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.

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.


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