Publication: A Customizable Simulator for Artificial...
Master data
Title: | A Customizable Simulator for Artificial Intelligence Research to Schedule Semiconductor Fabs |
Subtitle: | |
Abstract: | Optimal scheduling of semiconductor fabs is a huge challenge due to the problem scale and complexity. New dispatching strategies are usually developed and tested using simulators of different fidelity levels. This work presents a scalable, open-source tool for simulating factories up to real-world size, aiming to support the research into new scheduling algorithms from prototyping to large-scale experiments. The simulator comes with a declarative environment definition framework and is out of the box usable with existing reinforcement learning methods, priority-based rules, or evolutionary algorithms. We verify our tool on large-scale public instances and provide proof-of-concept demonstrations of the reinforcement learning interface’s usage. |
Keywords: | semiconductor manufacturing, scheduling, simulation, benchmarking, reinforcement learning, gym environment |
Publication type: | Article in Proceedings (Authorship) |
Publication date: | 02.05.2022 (Print) |
Published by: |
2022 33rd Annual SEMI Advanced Semiconductor Manufacturing Conference (ASMC)
2022 33rd Annual SEMI Advanced Semiconductor Manufacturing Conference (ASMC)
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to publication |
Title of the series: | - |
Volume number: | - |
First publication: | Yes |
Version: | - |
Page: | pp. 1 - 6 |
Versionen
Keine Version vorhanden |
Publication date: | 02.05.2022 |
ISBN: |
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ISSN: | 1078-8743 |
Homepage: | https://ieeexplore.ieee.org/abstract/document/9792520 |
Publication date: | 02.05.2022 |
ISBN (e-book): |
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eISSN: | 2376-6697 |
DOI: | http://dx.doi.org/10.1109/asmc54647.2022.9792520 |
Homepage: | https://ieeexplore.ieee.org/abstract/document/9792520 |
Open access |
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Authors
Benjamin Kovács (internal) |
Pierre Paul Alain Tassel (internal) |
Ramsha Ali (internal) |
Mohammed Mahmoud Saadeldin El-Kholany (internal) |
Martin Gebser (internal) |
Georg Seidel (external) |
Assignment
Organisation | Address | ||||
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Fakultät für Technische Wissenschaften
Institut für Artificial Intelligence und Cybersecurity
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AT - A-9020 Klagenfurt |
Categorisation
Subject areas | |
Research Cluster | No research Research Cluster selected |
Peer reviewed |
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Publication focus |
Classification raster of the assigned organisational units:
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working groups |
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Cooperations
Organisation | Address | ||
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Infineon Technologies Austria AG
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AT - 9500 Villach |
Research activities
Projects: | No related projects |
Publications: | No related publications |
Events: | No related events |
Lectures: | No related lectures |