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Journal Articles

Drone anemometry of atmospheric winds—A review

Muhammad Ilyas, Bernd R. Noack, Gang Hu (胡钢), Hao Xiong (熊昊), Nan Gao (高南), Awais Khan, Yang Yang (杨漾)

Physics of Fluids 37, 061302 (2025)

https://doi.org/10.1063/5.0259355

Published: June 2025

View articletitled, Drone anemometry of atmospheric winds—A review

Journal Articles

Smart skin separation control with micro-macro machine learning feedback

Zhutao Jiang (姜竹涛), Guy Y. Cornejo Maceda, Tianyu Wang (王天宇), Nan Gao (高南), Bernd R. Noack

Physics of Fluids 37, 065120 (2025)

https://doi.org/10.1063/5.0275415

Published: June 2025

View articletitled, Smart skin separation control with micro-macro machine learning feedback

Journal Articles

Toward human-interpretable, automated learning of feedback control for the mixing layer

Hao Li (李浩), Guy Y. Cornejo Maceda, Yiqing Li (李逸清), Jianguo Tan (谭建国), Bernd R. Noack

Physics of Fluids 37, 035186 (2025)

https://doi.org/10.1063/5.0262891

Published: March 2025

View articletitled, Toward human-interpretable, automated learning of feedback control for the mixing layer

Journal Articles

Aerodynamic characterization of a wind generator with 40 × 40 individually controllable fans

Yutong Liu (刘宇同), Bernd R. Noack, Gang Hu (胡钢), Jialong Chen (陈佳龙), Nan Gao (高南), Franz Raps

Physics of Fluids 37, 025117 (2025)

https://doi.org/10.1063/5.0243991

Published: February 2025

View articletitled, Aerodynamic characterization of a wind generator with 40 × 40 individually controllable fans

Journal Articles

Rotor force model for drones

Yanting Liu (刘艳婷), Bernd R. Noack, Guy Y. Cornejo Maceda, Jialong Chen (陈佳龙), Yannian Yang (杨延年)

Physics of Fluids 37, 015218 (2025)

https://doi.org/10.1063/5.0246767

Published: January 2025

View articletitled, Rotor force model for drones

Journal Articles

Interpretation and prediction of the three-dimensional coherent structure and its dynamics of tornado-like vortex via delayed proper orthogonal decomposition

Lei Zhou (周蕾), Bernd R. Noack, Kam Tim Tse (谢锦添), Xuhui He (何旭辉)

Physics of Fluids 37, 013106 (2025)

https://doi.org/10.1063/5.0234437

Published: January 2025

View articletitled, Interpretation and prediction of the three-dimensional coherent structure and its dynamics of tornado-like vortex via delayed proper orthogonal decomposition

Journal Articles

Machine-learned flow estimation with sparse data—Exemplified for the rooftop of an unmanned aerial vehicle vertiport

Chang Hou (侯昶), Luigi Marra, Guy Y. Cornejo Maceda, Peng Jiang (姜鹏), Jingguo Chen (陈靖国), Yutong Liu (刘宇同), Gang Hu (胡钢), Jialong Chen (陈佳龙), Andrea Ianiro, Stefano Discetti, Andrea Meilán-Vila, Bernd R. Noack

Physics of Fluids 36, 125198 (2024)

https://doi.org/10.1063/5.0242007

Published: December 2024

View articletitled, Machine-learned flow estimation with sparse data—Exemplified for the rooftop of an unmanned aerial vehicle vertiport

Journal Articles

Fast-adaption thrust optimization by cluster-based control for a pitching foil

Zhangyuan Wang (王章源), Nan Deng (邓楠), Guy Y. Cornejo Maceda, Wenhua Xu (徐文华), Bernd R. Noack, Ruipeng Li (李瑞鹏), Weicheng Cui (崔维成), Dixia Fan (范迪夏)

Physics of Fluids 36, 091922 (2024)

https://doi.org/10.1063/5.0230049

Published: September 2024

View articletitled, Fast-adaption thrust optimization by cluster-based control for a pitching foil

Journal Articles

Experimental jet control with Bayesian optimization and persistent data topology

Johann Moritz Reumschüssel, Yiqing Li, Philipp Maximilian zur Nedden, Tianyu Wang, Bernd R. Noack, Christian Oliver Paschereit

Physics of Fluids 36, 095164 (2024)

https://doi.org/10.1063/5.0217519

Published: September 2024

View articletitled, Experimental jet control with Bayesian optimization and persistent data topology

Journal Articles

Feature-based manifold modeling for the quasiperiodic wake dynamics of a pair of side-by-side cylinders

Nan Deng (邓楠), Yuhao Yan (严雨浩), Chunning Ji (及春宁), Bernd R. Noack

Physics of Fluids 36, 093613 (2024)

https://doi.org/10.1063/5.0224579

Published: September 2024

View articletitled, Feature-based manifold modeling for the quasiperiodic wake dynamics of a pair of side-by-side cylinders

Journal Articles

Jet mixing optimization using a flexible nozzle, distributed actuators, and machine learning

Zhutao Jiang (姜竹涛), Guy Y. Cornejo Maceda, Yiqing Li (李逸清), Tamir Shaqarin (تامر الشقارين), Nan Gao (高南), Bernd R. Noack

Physics of Fluids 36, 095126 (2024)

https://doi.org/10.1063/5.0223543

Published: September 2024

View articletitled, Jet mixing optimization using a flexible nozzle, distributed actuators, and machine learning

Journal Articles

Coarse-graining characterization of the room flow circulations due to a fan-array wind generator

Xin Wang (王鑫), Guy Y. Cornejo Maceda, Yutong Liu (刘宇同), Gang Hu (胡钢), Nan Gao (高南), Franz Raps, Bernd R. Noack

Physics of Fluids 36, 085146 (2024)

https://doi.org/10.1063/5.0220266

Published: August 2024

View articletitled, Coarse-graining characterization of the room flow circulations due to a fan-array wind generator

Journal Articles

A zero-net-mass-flux wake stabilization method for blunt bodies via global linear instability

Qingchi Zhu (朱清驰), Lei Zhou (周蕾), Hongfu Zhang (张洪福), Kam Tim Tse (谢锦添), Hui Tang (唐辉), Bernd R. Noack

Physics of Fluids 36, 043617 (2024)

https://doi.org/10.1063/5.0202168

Published: April 2024

View articletitled, A zero-net-mass-flux wake stabilization method for blunt bodies via global linear instability

Journal Articles

Effect of blade number on rotor efficiency and noise emission at hovering condition

Pengyu Li (李鹏宇), Yannian Yang (杨延年), Qingxi Li (李庆熙), Elias J. G. Arcondoulis, Bernd R. Noack, Yu Liu (刘宇)

Physics of Fluids 36, 027142 (2024)

https://doi.org/10.1063/5.0190338

Published: February 2024

View articletitled, Effect of blade number on rotor efficiency and noise emission at hovering condition

Journal Articles

Stabilizing the square cylinder wake using deep reinforcement learning for different jet locations

Lei Yan (严雷), Yuerong Li (栗悦荣), Gang Hu (胡钢), Wen-li Chen (陈文礼), Wei Zhong (钟薇), Bernd R. Noack

Physics of Fluids 35, 115104 (2023)

https://doi.org/10.1063/5.0171188

Published: November 2023

View articletitled, Stabilizing the square cylinder wake using deep reinforcement learning for different jet locations

Journal Articles

Deep reinforcement learning-based active flow control of vortex-induced vibration of a square cylinder

Chen Wenjie (陈文杰), Wang Qiulei (王秋垒), Yan Lei (严雷), Hu Gang (胡钢), Bernd R. Noack

Physics of Fluids 35, 053610 (2023)

https://doi.org/10.1063/5.0152777

Published: May 2023

View articletitled, Deep reinforcement learning-based active flow control of vortex-induced vibration of a square cylinder

Journal Articles

Topologically assisted optimization for rotor design

Wang Tianyu (王天宇), Yang Yannian (杨延年), Chen Xuanwu (陈炫午), Li Pengyu (李鹏宇), Angelo Iollo, Guy Y. Cornejo Maceda, Bernd R. Noack

Physics of Fluids 35, 055105 (2023)

https://doi.org/10.1063/5.0145941

Published: May 2023

View articletitled, Topologically assisted optimization for rotor design

Journal Articles

Cluster-based control for net drag reduction of the fluidic pinball

Xin Wang (王鑫), Nan Deng (邓楠), Guy Y. Cornejo Maceda, Bernd R. Noack

Physics of Fluids 35, 023601 (2023)

https://doi.org/10.1063/5.0136499

Published: February 2023

View articletitled, Cluster-based control for net drag reduction of the fluidic pinball

Journal Articles

DRLinFluids: An open-source Python platform of coupling deep reinforcement learning and OpenFOAM

Qiulei Wang (王秋垒), Lei Yan (严雷), Gang Hu (胡钢), Chao Li (李朝), Yiqing Xiao (肖仪清), Hao Xiong (熊昊), Jean Rabault, Bernd R. Noack

Physics of Fluids 34, 081801 (2022)

https://doi.org/10.1063/5.0103113

Published: August 2022

View articletitled, DRLinFluids: An open-source Python platform of coupling deep reinforcement learning and OpenFOAM

Journal Articles

Trajectory-optimized cluster-based network model for the sphere wake

Chang Hou (侯昶), Nan Deng (邓楠), Bernd R. Noack

Physics of Fluids 34, 085110 (2022)

https://doi.org/10.1063/5.0098655

Published: August 2022

View articletitled, Trajectory-optimized cluster-based network model for the sphere wake

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Drone anemometry of atmospheric winds—A review

Smart skin separation control with micro-macro machine learning feedback

Toward human-interpretable, automated learning of feedback control for the mixing layer

Aerodynamic characterization of a wind generator with 40 × 40 individually controllable fans

Rotor force model for drones

Interpretation and prediction of the three-dimensional coherent structure and its dynamics of tornado-like vortex via delayed proper orthogonal decomposition

Machine-learned flow estimation with sparse data—Exemplified for the rooftop of an unmanned aerial vehicle vertiport

Fast-adaption thrust optimization by cluster-based control for a pitching foil

Experimental jet control with Bayesian optimization and persistent data topology

Feature-based manifold modeling for the quasiperiodic wake dynamics of a pair of side-by-side cylinders

Jet mixing optimization using a flexible nozzle, distributed actuators, and machine learning

Coarse-graining characterization of the room flow circulations due to a fan-array wind generator

A zero-net-mass-flux wake stabilization method for blunt bodies via global linear instability

Effect of blade number on rotor efficiency and noise emission at hovering condition

Stabilizing the square cylinder wake using deep reinforcement learning for different jet locations

Deep reinforcement learning-based active flow control of vortex-induced vibration of a square cylinder

Topologically assisted optimization for rotor design

Cluster-based control for net drag reduction of the fluidic pinball

DRLinFluids: An open-source Python platform of coupling deep reinforcement learning and OpenFOAM

Trajectory-optimized cluster-based network model for the sphere wake

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