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Generic Multi-Agent Reinforcement Learning Approach for Flexible Job-Shop Scheduling

By: Schirin Bar (Author)

Extended Catalogue

Ksh 10,250.00

Format: Paperback or Softback

ISBN-10: 3658391782

ISBN-13: 9783658391782

Edition statement: 1st ed. 2022

Publisher: Springer Fachmedien Wiesbaden

Imprint: Springer Vieweg

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Oct 2nd, 2022

Publication Status: Active

Product extent: 148 Pages

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The production control of flexible manufacturing systems is a relevant component that must go along with the requirements of being flexible in terms of new product variants, new machine skills and reaction to unforeseen events during runtime.
The production control of flexible manufacturing systems is a relevant component that must go along with the requirements of being flexible in terms of new product variants, new machine skills and reaction to unforeseen events during runtime. This work focuses on developing a reactive job-shop scheduling system for flexible and re-configurable manufacturing systems. Reinforcement Learning approaches are therefore investigated for the concept of multiple agents that control products including transportation and resource allocation.


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