Experimental Study on Application of Distributed Deep Reinforcement Learning to Closed-loop Flow separation Control over an Airfoil

2020 ◽  
Author(s):  
Satoshi Shimomura ◽  
Satoshi Sekimoto ◽  
Akira Oyama ◽  
Kozo Fujii ◽  
Hiroyuki Nishida
Keyword(s):  
Experimental Study ◽  
Reinforcement Learning ◽  
Flow Separation ◽  
Closed Loop ◽  
Separation Control ◽  
Flow Separation Control

Experimental Study on Closed-loop Flow Separation Control Utilizing Deep Q-Network over Fixed Angle-of-Attack Airfoil

2018 ◽  
Vol 2018 (0) ◽  
pp. S0520306
Author(s):  
Satoshi SHIMOMURA ◽  
Satoshi SEKIMOTO ◽  
Hiroaki HUKUMOTO ◽  
Akira OYAMA ◽  
Kozo FUJII ◽  
...  
Keyword(s):  
Experimental Study ◽  
Flow Separation ◽  
Closed Loop ◽  
Angle Of Attack ◽  
Separation Control ◽  
Flow Separation Control ◽  
Fixed Angle

Closed-Loop Flow Separation Control Using the Deep Q Network over Airfoil

AIAA Journal ◽  
2020 ◽  
Vol 58 (10) ◽  
pp. 4260-4270
Author(s):  
Satoshi Shimomura ◽  
Satoshi Sekimoto ◽  
Akira Oyama ◽  
Kozo Fujii ◽  
Hiroyuki Nishida
Keyword(s):  
Flow Separation ◽  
Closed Loop ◽  
Separation Control ◽  
Flow Separation Control
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