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Giner et al., 2021 - Google Patents

Demonstrating reinforcement learning for maintenance scheduling in a production environment

Giner et al., 2021

Document ID
13987977383910063404
Author
Giner J
Lamprecht R
Gallina V
Laflamme C
Sielaff L
Sihn W
Publication year
Publication venue
2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)

External Links

Snippet

As the automation of production lines in modern manufacturing environments becomes ubiquitous, their flexibility and resilience become increasingly important. Consequently, the scheduling of maintenance activities is growing more complex and at the same time ever …
Continue reading at ieeexplore.ieee.org (other versions)

Classifications

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    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management, e.g. organising, planning, scheduling or allocating time, human or machine resources; Enterprise planning; Organisational models
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    • G06Q10/00Administration; Management
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    • G06Q10/00Administration; Management
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    • G06Q10/063Operations research or analysis
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    • G06Q10/00Administration; Management
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    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management, e.g. organising, planning, scheduling or allocating time, human or machine resources; Enterprise planning; Organisational models
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    • G06Q10/00Administration; Management
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    • G06Q10/00Administration; Management
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    • G05B19/41865Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS], computer integrated manufacturing [CIM] characterised by job scheduling, process planning, material flow
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    • G06Q10/00Administration; Management
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    • G06Q10/00Administration; Management
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    • G06Q10/087Inventory or stock management, e.g. order filling, procurement, balancing against orders
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    • G06Q10/00Administration; Management
    • G06Q10/10Office automation, e.g. computer aided management of electronic mail or groupware; Time management, e.g. calendars, reminders, meetings or time accounting
    • GPHYSICS
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    • G05B13/0265Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
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    • G05B13/04Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators

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