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Journal Articles

Flow field reconstruction in inlet of scramjet at Mach 10 based on physical information neural network

Mingming Guo (郭明明), Jialing Le (乐嘉陵), Xue Deng (邓雪), Ye Tian (田野), Yue Ma (马跃), Shuhong Tong (童书鸿), Hua Zhang (张华)
Journal: Physics of Fluids
Physics of Fluids 35, 105144 (2023)
https://doi.org/10.1063/5.0170588
Published: October 2023
View article titled, Flow field reconstruction in inlet of scramjet at Mach 10 based on physical information neural network
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Journal Articles

Three-dimensional shape optimization of a submerged body under wave diffraction

Chenyu Lu (路晨雨), Jiabin Liu (刘嘉斌), Anxin Guo (郭安薪)
Journal: Physics of Fluids
Physics of Fluids 35, 107116 (2023)
https://doi.org/10.1063/5.0169779
Published: October 2023
View article titled, Three-dimensional shape optimization of a submerged body under wave diffraction
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Journal Articles

An efficient framework for solving forward and inverse problems of nonlinear partial differential equations via enhanced physics-informed neural network based on adaptive learning

Yanan Guo (郭亚楠), Xiaoqun Cao (曹小群), Junqiang Song (宋君强), Hongze Leng (冷洪泽), Kecheng Peng (彭柯澄)
Journal: Physics of Fluids
Physics of Fluids 35, 106603 (2023)
https://doi.org/10.1063/5.0168390
Published: October 2023
View article titled, An efficient framework for solving forward and inverse problems of nonlinear partial differential equations via enhanced physics-informed neural network based on adaptive learning
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Journal Articles

Dynamic multi-objective optimization of scramjet inlet based on small-sample Kriging model

Yue Ma (马跃), Mingming Guo (郭明明), Yi Zhang (张依), Jialing Le (乐嘉陵), Ye Tian (田野), Shuhong Tong (童书鸿), Hua Zhang (张华), Fei Tang (唐飞), Zeyang Zhao (赵泽阳)
Journal: Physics of Fluids
Physics of Fluids 35, 095136 (2023)
https://doi.org/10.1063/5.0170231
Published: September 2023
View article titled, Dynamic multi-objective optimization of scramjet inlet based on small-sample Kriging model
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Journal Articles

Delta wing rocking motion suppression by deep reinforcement learning

Wenchen Sun (孙文琛), Yankui Wang (王延奎), Chong Pan (潘翀), Zhongyang Qi (齐中阳)
Journal: Physics of Fluids
Physics of Fluids 35, 097125 (2023)
https://doi.org/10.1063/5.0169697
Published: September 2023
View article titled, Delta wing rocking motion suppression by deep reinforcement learning
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Journal Articles

Machine learning-based optimization of a pitching airfoil performance in dynamic stall conditions using a suction controller

Sa. Kasmaiee, M. Tadjfar, Si. Kasmaiee
Journal: Physics of Fluids
Physics of Fluids 35, 095121 (2023)
https://doi.org/10.1063/5.0164437
Published: September 2023
View article titled, Machine learning-based optimization of a pitching airfoil performance in dynamic stall conditions using a suction controller
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Journal Articles

Airfoil shape optimization using genetic algorithm coupled deep neural networks

Ming-Yu Wu (吴明雨), Xin-Yi Yuan (袁心怡), Zhi-Hua Chen (陈志华), Wei-Tao Wu (吴威涛), Yue Hua (华越), Nadine Aubry
Journal: Physics of Fluids
Physics of Fluids 35, 085140 (2023)
https://doi.org/10.1063/5.0160954
Published: August 2023
View article titled, Airfoil shape optimization using genetic algorithm coupled deep neural networks
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Journal Articles

Stall margin evaluation and data mining based multi-objective optimization design of casing treatment for an axial compressor rotor

Zhidong Chi (迟志东), Wuli Chu (楚武利), Haoguang Zhang (张皓光), Ziyun Zhang (张紫云)
Journal: Physics of Fluids
Physics of Fluids 35, 086117 (2023)
https://doi.org/10.1063/5.0161142
Published: August 2023
View article titled, Stall margin evaluation and data mining based multi-objective optimization design of casing treatment for an axial compressor rotor
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Journal Articles

Physics-informed neural network based on a new adaptive gradient descent algorithm for solving partial differential equations of flow problems

Li Xiaojian (李孝检), Liu Yuhao (刘宇豪), Liu Zhengxian (刘正先)
Journal: Physics of Fluids
Physics of Fluids 35, 063608 (2023)
https://doi.org/10.1063/5.0151244
Published: June 2023
View article titled, Physics-informed neural network based on a new adaptive gradient descent algorithm for solving partial differential equations of flow problems
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Journal Articles

Multiobjective and multicondition optimization for a gas–liquid mixed-flow pump based on a three-dimensional inverse design

Ge Zhen-Guo (戈振国), Luo Xing-Qi (罗兴锜), Feng Jian-Jun (冯建军), Zhu Guo-Jun (朱国俊), He Deng-Hui (贺登辉), Wu Guang-Kuan (吴广宽)
Journal: Physics of Fluids
Physics of Fluids 35, 063328 (2023)
https://doi.org/10.1063/5.0156054
Published: June 2023
View article titled, Multiobjective and multicondition optimization for a gas–liquid mixed-flow pump based on a three-dimensional inverse design
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Journal Articles

Predictive modeling of oil and water saturation during secondary recovery with supervised learning

Muhammad Sulaiman, Naveed Ahmad Khan
Journal: Physics of Fluids
Physics of Fluids 35, 064110 (2023)
https://doi.org/10.1063/5.0152071
Published: June 2023
View article titled, Predictive modeling of oil and water saturation during secondary recovery with supervised learning
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Journal Articles

Shape optimization and hydrodynamic simulation of a Magnus anti-rolling device based on fully parametric modeling

Lin Jianfeng (林健峰), Yao Hua-Dong (姚华栋), Han Yang (韩阳), Su Yumin (苏玉民), Zhang Chengsen (张承森)
Journal: Physics of Fluids
Physics of Fluids 35, 055136 (2023)
https://doi.org/10.1063/5.0152179
Published: May 2023
View article titled, Shape optimization and hydrodynamic simulation of a Magnus anti-rolling device based on fully parametric modeling
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Journal Articles

Investigating the hydraulic performance of slanted axial flow pumps using an enstrophy dissipation-based hybrid optimization approach

Zheming Tong, Zhongqin Yang, Shuiguang Tong, Zekui Shu, Xiangkun Elvis Cao
Journal: Physics of Fluids
Physics of Fluids 35, 057117 (2023)
https://doi.org/10.1063/5.0147050
Published: May 2023
View article titled, Investigating the hydraulic performance of slanted axial flow pumps using an enstrophy dissipation-based hybrid optimization approach
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Journal Articles

Aerodynamic optimization of airfoil based on deep reinforcement learning

Jinhua Lou (楼锦华), Rongqian Chen (陈荣钱), Jiaqi Liu (柳家齐), Yue Bao (鲍越), Yancheng You (尤延铖), Zhengwu Chen (陈正武)
Journal: Physics of Fluids
Physics of Fluids 35, 037128 (2023)
https://doi.org/10.1063/5.0137002
Published: March 2023
View article titled, Aerodynamic optimization of airfoil based on deep reinforcement learning
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Journal Articles

A nuclear magnetic resonance proxy model for predicting movable fluid of rocks based on adaptive ensemble learning

An Gong (龚安), Yongan Zhang (张永安), Youzhuang Sun (孙有壮), Wei Lin (林伟), Jing Wang (王菁)
Journal: Physics of Fluids
Physics of Fluids 35, 033106 (2023)
https://doi.org/10.1063/5.0140372
Published: March 2023
View article titled, A nuclear magnetic resonance proxy model for predicting movable fluid of rocks based on adaptive ensemble learning
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Journal Articles

Flow control with synthetic jets on two tandem airfoils using machine learning

N. Hosseini, M. Tadjfar, A. Abbà
Journal: Physics of Fluids
Physics of Fluids 35, 027114 (2023)
https://doi.org/10.1063/5.0135428
Published: February 2023
View article titled, Flow control with synthetic jets on two tandem airfoils using machine learning
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Journal Articles

Metaball-Imaging discrete element lattice Boltzmann method for fluid–particle system of complex morphologies with case studies

Yifeng Zhao (赵益峰), Pei Zhang (张沛), Liang Lei (雷亮), Lingwei Kong (孔令为), S. A. Galindo-Torres, Stan Z. Li (李子青)
Journal: Physics of Fluids
Physics of Fluids 35, 023308 (2023)
https://doi.org/10.1063/5.0135834
Published: February 2023
View article titled, Metaball-Imaging discrete element lattice Boltzmann method for fluid–particle system of complex morphologies with case studies
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Journal Articles

Multi-objective optimization of actuation waveform for high-precision drop-on-demand inkjet printing

Hanzhi Wang (王汉治), Yosuke Hasegawa (長谷川洋介)
Journal: Physics of Fluids
Physics of Fluids 35, 013318 (2023)
https://doi.org/10.1063/5.0122124
Published: January 2023
View article titled, Multi-objective optimization of actuation waveform for high-precision drop-on-demand inkjet printing
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Journal Articles

Particle field deconvolution multiplicative algebraic reconstruction technique for tomographic particle image velocimetry reconstruction

Zhiyuan Zhang (张志远), Hua Yang (杨华), Yongan Huang (黄永安), Zhouping Yin (尹周平), Feng Shan (单峰)
Journal: Physics of Fluids
Physics of Fluids 35, 015101 (2023)
https://doi.org/10.1063/5.0127084
Published: January 2023
View article titled, Particle field deconvolution multiplicative algebraic reconstruction technique for tomographic particle image velocimetry reconstruction
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Journal Articles

A novel optimization algorithm for the selective frequency damping parameters

Feifan Li (李非凡), Chunning Ji (及春宁), Dong Xu (许栋)
Journal: Physics of Fluids
Physics of Fluids 34, 124112 (2022)
https://doi.org/10.1063/5.0124535
Published: December 2022
View article titled, A novel optimization algorithm for the selective frequency damping parameters
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