Deep Reinforcement Learning for Fluid Dynamics and Control Published 2021-03-05 Download video MP4 360p Recommendations 21:37 Reinforcement Learning Series: Overview of Methods 39:14 Machine Learning for Computational Fluid Dynamics 21:15 Deep Reinforcement Learning: Neural Networks for Learning Control Laws 26:03 Reinforcement Learning: Machine Learning Meets Control Theory 47:27 Physics Informed Machine Learning: High Level Overview of AI and ML in Science and Engineering 35:35 Q-Learning: Model Free Reinforcement Learning and Temporal Difference Learning 29:59 What Is Turbulence? Turbulent Fluid Dynamics are Everywhere 18:32 Turbulent Flow is MORE Awesome Than Laminar Flow 33:34 Turbulence Closure Models: Reynolds Averaged Navier Stokes (RANS) & Large Eddy Simulations (LES) 20:52 Machine Learning for Fluid Dynamics: Patterns 57:33 MIT 6.S191: Reinforcement Learning 58:02 Steve Brunton - Machine Learning for Scientific Discovery, with Examples in Fluid Mechanics 26:56 Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning 30:09 Machine Learning for Fluid Mechanics 24:50 Overview of Deep Reinforcement Learning Methods 43:27 AI/ML+Physics Part 1: Choosing what to model [Physics Informed Machine Learning] 24:36 Turbulence is Everywhere! Examples of Turbulence and Canonical Flows 24:06 Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later! 08:25 Reinforcement Learning from scratch 32:28 Machine Learning for Fluid Dynamics: Models and Control Similar videos 29:20 Fluid Dynamic Control and Optimization Using Deep Reinforcement Learning 1:21:36 Active Flow Control via Deep Reinforcement Learning Implemented in OpenFOAM 06:31 Machine Learning for Aerodynamics - Deep Learning & Neural Networks applied to CFD simulations 22:28 Deep Learning for Turbulence Closure Modeling 1:24:36 Reinforcement Learning||Governing equations for fluid dynamics on molecular simulation|| Aug 20,2021 41:18 Gym-OpenFOAM: An OpenAI Gym environment for active flow control with deep reinforcement learning 13:45 I Made 1000 A.I. Musketeers FIGHT... (Deep Reinforcement Learning) More results