Controlling Rayleigh-Bénard convection via Reinforcement Learning

Controlling Rayleigh-Bénard convection via Reinforcement Learning

31 March 2020

Gerben Beintema

Alessandro Corbetta

Papers citing "Controlling Rayleigh-Bénard convection via Reinforcement Learning"

12 / 12 papers shown

Title
Machine learning strategies for path-planning microswimmers in turbulent flows Jaya Kumar Alageshan A. Verma Jin Tang Bin Luo 45 49 0 03 Oct 2019
Zermelo's problem: Optimal point-to-point navigation in 2D turbulent flows using Reinforcement Learning Luca Biferale F. Bonaccorso M. Buzzicotti P. C. D. Leoni K. Gustavsson 49 93 0 17 Jul 2019
Machine Learning for Fluid Mechanics Steven Brunton B. R. Noack Petros Koumoutsakos AI4CE PINN 77 2,105 0 27 May 2019
Multi-task Deep Reinforcement Learning with PopArt Matteo Hessel Hubert Soyer L. Espeholt Wojciech M. Czarnecki Simon Schmitt H. V. Hasselt 83 316 0 12 Sep 2018
Large-Scale Study of Curiosity-Driven Learning Yuri Burda Harrison Edwards Deepak Pathak Amos Storkey Trevor Darrell Alexei A. Efros LRM 54 700 0 13 Aug 2018
Learning Dexterous In-Hand Manipulation OpenAI OpenAI Marcin Andrychowicz Bowen Baker Maciek Chociej Rafal Jozefowicz ... Szymon Sidor Joshua Tobin Peter Welinder Lilian Weng Wojciech Zaremba 78 1,865 0 01 Aug 2018
Deep-Reinforcement-Learning for Gliding and Perching Bodies G. Novati L. Mahadevan Petros Koumoutsakos 43 9 0 07 Jul 2018
Efficient collective swimming by harnessing vortices through deep reinforcement learning S. Verma G. Novati Petros Koumoutsakos 44 363 0 07 Feb 2018
Finding Efficient Swimming Strategies in a Three Dimensional Chaotic Flow by Reinforcement Learning K. Gustavsson Luca Biferale A. Celani S. Colabrese 42 54 0 15 Nov 2017
Rainbow: Combining Improvements in Deep Reinforcement Learning Matteo Hessel Joseph Modayil H. V. Hasselt Tom Schaul Georg Ostrovski Will Dabney Dan Horgan Bilal Piot M. G. Azar David Silver OffRL 94 2,255 0 06 Oct 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 236 18,685 0 20 Jul 2017
Flow Navigation by Smart Microswimmers via Reinforcement Learning S. Colabrese K. Gustavsson A. Celani Luca Biferale 51 157 0 30 Jan 2017

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