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Journal Articles

Transition of counter-rotating plasma-induced vortices into a jet

Lei Dong (董磊), Wenqiang Zhang (张文强), Jie Ren (任杰), Xin Yang (杨鑫), Dandan Xiao (肖旦丹), Jie Yao (姚杰), Xuerui Mao (毛雪瑞)
Journal: Physics of Fluids
Physics of Fluids 37, 017174 (2025)
https://doi.org/10.1063/5.0249970
Published: January 2025
View article titled, Transition of counter-rotating plasma-induced vortices into a jet
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Journal Articles

Physics-assisted multi-scale convolutional autoencoder for turbulence reduced-order modeling

Mengxue Lu (卢梦雪), Zi Ye (叶子), Longye Qiao (乔龙野), Hui Xu (徐辉), Yan Zhang (张燕), Xinlong Feng (冯新龙)
Journal: Physics of Fluids
Physics of Fluids 37, 015216 (2025)
https://doi.org/10.1063/5.0248929
Published: January 2025
View article titled, Physics-assisted multi-scale convolutional autoencoder for turbulence reduced-order modeling
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Journal Articles

Fast and accurate prediction of flow in multi-row cascade based on combined neural networks

Yijun Mao (毛义军), Kang Cheng (程康), Chen Xu (徐辰), Min Liu (刘敏), Lei Shi (石磊), Yongqi Zhang (张勇奇)
Journal: Physics of Fluids
Physics of Fluids 37, 015222 (2025)
https://doi.org/10.1063/5.0248870
Published: January 2025
View article titled, Fast and accurate prediction of flow in multi-row cascade based on combined neural networks
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Journal Articles

Enhancing indoor temperature mapping: High-resolution insights through deep learning and computational fluid dynamics

Filippos Sofos (Φíλιππος Σοϕός), Dimitris Drikakis (Δημήτρης Δρικάκης), Ioannis William Kokkinakis (Ιωάννης Κοκκινάκης)
Journal: Physics of Fluids
Physics of Fluids 37, 015206 (2025)
https://doi.org/10.1063/5.0250478
Published: January 2025
View article titled, Enhancing indoor temperature mapping: High-resolution insights through deep learning and computational fluid dynamics
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Journal Articles

ConvNet-based prediction of droplet collision dynamics in microchannels

S. M. Abdullah Al Mamun, Samaneh Farokhirad
Journal: Physics of Fluids
Physics of Fluids 37, 013350 (2025)
https://doi.org/10.1063/5.0249526
Published: January 2025
View article titled, ConvNet-based prediction of droplet collision dynamics in microchannels
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Journal Articles

Spatiotemporal super-resolution forecasting of high-speed turbulent flows

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Filippos Sofos (Φὶλιππoς Σoϕός), Dimitris Drikakis (Δημήτρης Δρικάκης), Ioannis William Kokkinakis (Iωάννης Koκκινάκης), S. Michael Spottswood
Journal: Physics of Fluids
Physics of Fluids 37, 016124 (2025)
https://doi.org/10.1063/5.0250509
Published: January 2025
View article titled, Spatiotemporal super-resolution forecasting of high-speed turbulent flows
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Journal Articles

An efficient prediction and historical matching method for reservoir dynamics using advanced attention-based vision transformer

Wenbo Liu, Yingzhu Guan, Xue Yan, Siqi He, Mengyuan Jiang, Jingya Gong, Cheng Chang, Xuyang Shen, Yurong Liu, Guangming Zhang
Journal: Physics of Fluids
Physics of Fluids 37, 016613 (2025)
https://doi.org/10.1063/5.0246235
Published: January 2025
View article titled, An efficient prediction and historical matching method for reservoir dynamics using advanced attention-based vision transformer
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Journal Articles

Deep Opt: A structure optimization framework based on deep learning, and its application to micromixer optimization

Tao Bu, Quanjiang Li, Jingtao Wang
Journal: Physics of Fluids
Physics of Fluids 37, 012010 (2025)
https://doi.org/10.1063/5.0247049
Published: January 2025
View article titled, Deep Opt: A structure optimization framework based on deep learning, and its application to micromixer optimization
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Journal Articles

Spatial arrangement of near-wall bursting process and large scales in turbulent boundary layer flows

Lijuan Shi, Jinhao Zhang, Meng Wang, Zhanqi Tang, Nan Jiang
Journal: Physics of Fluids
Physics of Fluids 37, 015149 (2025)
https://doi.org/10.1063/5.0244231
Published: January 2025
View article titled, Spatial arrangement of near-wall bursting process and large scales in turbulent boundary layer flows
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Journal Articles

Physics-informed radial basis function neural network for efficiently modeling oil–water two-phase Darcy flow

Shuaijun Lv (吕帅君), Daolun Li (李道伦), Wenshu Zha (查文舒), Yan Xing (邢燕)
Journal: Physics of Fluids
Physics of Fluids 37, 013605 (2025)
https://doi.org/10.1063/5.0249560
Published: January 2025
View article titled, Physics-informed radial basis function neural network for efficiently modeling oil–water two-phase Darcy flow
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Journal Articles

Revolutionizing fluid identification in well logging data with a novel framework of progressive gated transformers and multi-scale temporal features

Wenjing Yin, Hengxiao Li, Zhiyuan Zhao, Sibo Qiao, Youzhuang Sun
Journal: Physics of Fluids
Physics of Fluids 37, 016606 (2025)
https://doi.org/10.1063/5.0245543
Published: January 2025
View article titled, Revolutionizing fluid identification in well logging data with a novel framework of progressive gated transformers and multi-scale temporal features
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Journal Articles

Research on intelligent identification algorithm of flame states to judge flame stabilization in a scramjet combustor

Liang Meng (孟良), Ye Tian (田野), Jialing Le (乐嘉陵), Fan Wu (伍钒)
Journal: Physics of Fluids
Physics of Fluids 36, 125193 (2024)
https://doi.org/10.1063/5.0244489
Published: December 2024
View article titled, Research on intelligent identification algorithm of flame states to judge flame stabilization in a scramjet combustor
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Journal Articles

Improving agent performance in fluid environments by perceptual pretraining

Jin Zhang (张进), Jianyang Xue (薛建阳), Bochao Cao (曹博超)
Journal: Physics of Fluids
Physics of Fluids 36, 127136 (2024)
https://doi.org/10.1063/5.0237329
Published: December 2024
View article titled, Improving agent performance in fluid environments by perceptual pretraining
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Journal Articles

Research and application of flying-wing aircraft bow wave modeling method based on convolutional neural network

Shilong Yin (尹世龙), Yanping Song (宋彦萍), Fu Chen (陈浮), Jianyang Yu (俞建阳), Jiaping Ma (马嘉平)
Journal: Physics of Fluids
Physics of Fluids 36, 126121 (2024)
https://doi.org/10.1063/5.0242783
Published: December 2024
View article titled, Research and application of flying-wing aircraft bow wave modeling method based on convolutional neural network
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Journal Articles

Advancing graph neural network architecture for fluid flow and heat transfer surrogate modeling: Variable boundary conditions and geometry

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Vladislav Travnikov, Ivan Plokhikh, Rustam Mullyadzhanov
Journal: Physics of Fluids
Physics of Fluids 36, 127117 (2024)
https://doi.org/10.1063/5.0234960
Published: December 2024
View article titled, Advancing graph neural network architecture for fluid flow and heat transfer surrogate modeling: Variable boundary conditions and geometry
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Journal Articles

Resilient Semi-Supervised Meta-Learning Network based on wavelet transform and K-means optimization for fluid classification

Hengxiao Li (李恒霄), Shanchen Pang (庞善臣), Youzhuang Sun (孙有壮)
Journal: Physics of Fluids
Physics of Fluids 36, 126605 (2024)
https://doi.org/10.1063/5.0241098
Published: December 2024
View article titled, Resilient Semi-Supervised Meta-Learning Network based on wavelet transform and K-means optimization for fluid classification
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Journal Articles

A local and global feature fusion network for Super-Resolution reconstruction of turbulent flows

Zhicheng Gong, Zili Xu, Shizhi Zhao, Lu Cheng, Jiangji Qu, Yu Fang
Journal: Physics of Fluids
Physics of Fluids 36, 125129 (2024)
https://doi.org/10.1063/5.0242894
Published: December 2024
View article titled, A local and global feature fusion network for Super-Resolution reconstruction of turbulent flows
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Journal Articles

Flow field recovery in restricted domains using a generative adversarial network framework

Mustafa Z. Yousif, Dan Zhou (周丹), Linqi Yu (俞霖奇), Meng Zhang (张梦), Arash Mohammadikarachi, Jung Sub Lee (이정섭), Hee-Chang Lim (임희창)
Journal: Physics of Fluids
Physics of Fluids 36, 125113 (2024)
https://doi.org/10.1063/5.0239178
Published: December 2024
View article titled, Flow field recovery in restricted domains using a generative adversarial network framework
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Journal Articles

Super-resolution reconstruction of wind fields with a swin-transformer-based deep learning framework

Lingxiao Tang (唐凌霄), Chao Li (李朝), Zihan Zhao (赵子涵), Yiqing Xiao (肖仪清), Shenpeng Chen (陈申鹏)
Journal: Physics of Fluids
Physics of Fluids 36, 125110 (2024)
https://doi.org/10.1063/5.0237112
Published: December 2024
View article titled, Super-resolution reconstruction of wind fields with a swin-transformer-based deep learning framework
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Journal Articles

Investigation of the flow characteristics and NOx formation mechanism of hydrogen micromix diffusion combustion with vortex generator

Da Mo (莫妲), Yuzhen Lin (林宇震), Yixiong Liu (刘一雄), Xiao Han (韩啸), Yuchen Wang (王宇宸)
Journal: Physics of Fluids
Physics of Fluids 36, 125103 (2024)
https://doi.org/10.1063/5.0238232
Published: December 2024
View article titled, Investigation of the flow characteristics and NOx formation mechanism of hydrogen micromix diffusion combustion with vortex generator
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