Multi-fidelity optimization of a quiet propeller based on deep deterministic policy gradient and transfer learning

Geng, Xin; Liu, Peiqing; Hu, Tianxiang; Qu, Qiulin; Dai, Jiahua; Lyu, Changhao; Ge, Yunsong; Akkermans, Rinie A. D.

doi:10.1016/j.ast.2023.108288

Publisher DOI:	10.1016/j.ast.2023.108288
Title:	Multi-fidelity optimization of a quiet propeller based on deep deterministic policy gradient and transfer learning
Language:	English
Authors:	Geng, Xin Liu, Peiqing Hu, Tianxiang Qu, Qiulin Dai, Jiahua Lyu, Changhao Ge, Yunsong Akkermans, Rinie A. D.
Keywords:	Deep reinforcement learning; Multi-fidelity deep neural network; Optimization; Propeller; Transfer learning
Issue Date:	1-Jun-2023
Publisher:	Elsevier
Journal or Series Name:	Aerospace science and technology
Volume:	137
URI:	http://hdl.handle.net/20.500.12738/13663
ISSN:	1626-3219
Review status:	This version was peer reviewed (peer review)
Institute:	Forschungs- und Transferzentrum Future Air Mobility Department Fahrzeugtechnik und Flugzeugbau Fakultät Technik und Informatik
Type:	Article
Appears in Collections:	Publications without full text