activity
20152024
most citedArtificial Neural Networks trained through Deep Reinforcement Learning discover control strategies for active flow control

572 citations · 2.1k across the 54 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

physics.flu-dyn2021★ 3 cited

Grid turbulence measurements with an acoustic Doppler current profiler

Trygve. K. Løken, David Roger Lande-Sudall, Atle Jensen +1

The motivation for this study is to investigate the abilities and limitations of a Nortek Signature1000 acoustic Doppler current profiler (ADCP) regarding fine-scale turbulence mea…

physics.flu-dyn2021★ 10 cited

Turbulent kinetic energy dissipation from colliding ice floes

Trygve K. Løken, Aleksey Marchenko, Thea J. Ellevold +2

Increased knowledge about wave attenuation processes in sea ice, and hence atmosphere-wave-ice-ocean energy transfer, is necessary to improve sea ice dynamics models used for clima…

physics.flu-dyn2021★ 108 cited

A review on deep reinforcement learning for fluid mechanics: an update

Jonathan Viquerat, Philippe Meliga, Elie Hachem

In the past couple of years, the interest of the fluid mechanics community for deep reinforcement learning (DRL) techniques has increased at fast pace, leading to a growing bibliog…

physics.flu-dyn2021★ 15 cited

An application of data driven reward of deep reinforcement learning by dynamic mode decomposition in active flow control

Sheng Qin, Shuyue Wang, Jean Rabault +1

This paper focuses on the active flow control (AFC) of the flow over a circular cylinder with synthetic jets through deep reinforcement learning (DRL) by implementing a reward func…

physics.ao-ph2021★ 1 cited

Iceberg stability during towing in a wave field

Trygve K. Løken, Aleksey Marchenko, Jean Rabault +2

Due to their large mass and small aspect ratio, icebergs pose a threat to boats and offshore structures. Small icebergs and bergy bits can cause harm to platform hulls and are more…

physics.flu-dyn2021★ 1 cited

An investigation into the turbulence induced by moving ice floes

Trygve K. Løken, Aleksey Marchenko, Thea J. Ellevold +2

Several phenomena are known to attenuate waves in the marginal ice zone, such as wave scattering due to ice floes, viscous dissipation inside the ice and energy dissipation caused…