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Titel:

Automated Flowsheet Synthesis Using Hierarchical Reinforcement Learning: Proof of Concept

Dokumenttyp:
Journal Article
Autor(en):
Göttl, Quirin; Tönges, Yannic; Grimm, Dominik G.; Burger, Jakob
Abstract:
Abstract Recently we showed that reinforcement learning can be used to automatically generate process flowsheets without heuristics or prior knowledge. For this purpose, SynGameZero, a novel two-player game has been developed. In this work we extend SynGameZero by structuring the agent's actions in several hierarchy levels, which improves the approach in terms of scalability and allows the consideration of more sophisticated flowsheet problems. We successfully demonstrate the usability of our no...     »
Zeitschriftentitel:
Chemie Ingenieur Technik
Jahr:
2021
Band / Volume:
93
Heft / Issue:
12
Seitenangaben Beitrag:
2010-2018
Volltext / DOI:
doi:https://doi.org/10.1002/cite.202100086
WWW:
https://onlinelibrary.wiley.com/doi/abs/10.1002/cite.202100086
Print-ISSN:
0009-286X
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