Search Results - "Aerospace Research Communications"

Pontryagin Neural Networks for the Class of Optimal Control Problems With Integral Quadratic Cost by Schiassi, Enrico, Calabrò, Francesco, De Falco, Davide Elia

“…This work introduces Pontryagin Neural Networks (PoNNs), a specialised subset of Physics-Informed Neural Networks (PINNs) that aim to learn optimal control…”
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A Review of Flow Control Strategies for Supersonic/Hypersonic Fluid Dynamics by Shibo Lee, Yunlong Zhao, Jiaqi Luo, Jianfeng Zou, Jifa Zhang, Jifa Zhang, Yao Zheng, Yao Zheng, Yang Zhang, Yang Zhang

“…Supersonic and hypersonic flows have gained considerable attention in the aerospace industry in recent years. Flow control is crucial for refining the quality…”
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MATLAB Implementation of Physics Informed Deep Neural Networks for Forward and Inverse Structural Vibration Problems by Tanmoy Chatterjee, Michael I. Friswell, Sondipon Adhikari, Hamed Haddad Khodaparast

“…In this work, we illustrate the implementation of physics informed neural networks (PINNs) for solving forward and inverse problems in structural vibration…”
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Towards the Design of Future Aircraft: A Critical Review On the Tools and Methodologies by Yaolong Liu, Siyu Zhang, Jiechao Zhang, Kexuan Yao, Mingqiang Luo, Yantao Liu

“…This study reviews tools and approaches developed at universities and institutes for conceptual and preliminary aircraft design. Problem, solution, and…”
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