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Flow Control in Wings and Discovery of Novel Approaches via Deep Reinforcement Learning
KTH, Skolan för teknikvetenskap (SCI), Centra, Linné Flow Center, FLOW. KTH, Skolan för teknikvetenskap (SCI), Teknisk mekanik, Strömningsmekanik och Teknisk Akustik.ORCID-id: 0000-0001-6570-5499
2022 (engelsk)Inngår i: Fluids, E-ISSN 2311-5521, Vol. 7, nr 2, artikkel-id 62Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

In this review, we summarize existing trends of flow control used to improve the aerodynamic efficiency of wings. We first discuss active methods to control turbulence, starting with flat-plate geometries and building towards the more complicated flow around wings. Then, we discuss active approaches to control separation, a crucial aspect towards achieving a high aerodynamic efficiency. Furthermore, we highlight methods relying on turbulence simulation, and discuss various levels of modeling. Finally, we thoroughly revise data-driven methods and their application to flow control, and focus on deep reinforcement learning (DRL). We conclude that this methodology has the potential to discover novel control strategies in complex turbulent flows of aerodynamic relevance. 

sted, utgiver, år, opplag, sider
MDPI AG , 2022. Vol. 7, nr 2, artikkel-id 62
Emneord [en]
Aerodynamics, Deep reinforcement learning, Flow control, Machine learning, Simulation, Turbulence
HSV kategori
Identifikatorer
URN: urn:nbn:se:kth:diva-319965DOI: 10.3390/fluids7020062ISI: 000936411100001Scopus ID: 2-s2.0-85123749773OAI: oai:DiVA.org:kth-319965DiVA, id: diva2:1704117
Merknad

QC 20221017

Tilgjengelig fra: 2022-10-17 Laget: 2022-10-17 Sist oppdatert: 2025-02-10bibliografisk kontrollert

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Vinuesa, Ricardo

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