Exploiting locality and translational invariance to design effective deep reinforcement learning control of the 1-dimensional unstable falling liquid film

Instabilities arise in a number of flow configurations. One such manifestation is the development of interfacial waves in multiphase flows, such as those observed in the falling liquid film problem. Controlling the development of such instabilities is a problem of both academic interest and industri...

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Veröffentlicht in:	AIP advances 2019-12, Vol.9 (12), p.125014-125014-13
Hauptverfasser:	Belus, Vincent, Rabault, Jean, Viquerat, Jonathan, Che, Zhizhao, Hachem, Elie, Reglade, Ulysse
Format:	Artikel
Sprache:	eng
Schlagworte:	Architecture Artificial Intelligence Computer Science Falling liquid films Fluid mechanics Invariance Machine learning Mathematical Physics Mechanics Modeling and Simulation Multiphase flow Physics System effectiveness
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