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Journal Articles

Review of deep learning-based aerodynamic shape surrogate models and optimization for airfoils and blade profiles

Xiaogang Liu (刘晓刚), Shengyu Yang (杨盛宇), Haifeng Sun (孙海峰), Zhongyi Wang (王忠义), Xue Guan (关雪), Yuanqi Gu (顾远琪), Yuhang Wang (王宇航)

Physics of Fluids 37, 041304 (2025)

https://doi.org/10.1063/5.0268466

Published: April 2025

View articletitled, Review of deep learning-based aerodynamic shape surrogate models and optimization for airfoils and blade profiles

Journal Articles

Physics-informed neural network (PINNs) for convection equations in polymer flooding reservoirs

Botao Liu (刘波涛), Jun Wei (魏俊), Lixia Kang (康莉霞), Yina Liu (刘怡娜), Xiang Rao (饶翔)

Physics of Fluids 37, 036622 (2025)

https://doi.org/10.1063/5.0257028

Published: March 2025

View articletitled, Physics-informed neural network (PINNs) for convection equations in polymer flooding reservoirs

Journal Articles

A data-physical dual-driven surrogate model for reservoir simulation

Tao Zeng, Nannuo Zeng, Chuanzhong Deng, Botao Lin

Physics of Fluids 37, 026632 (2025)

https://doi.org/10.1063/5.0253146

Published: February 2025

View articletitled, A data-physical dual-driven surrogate model for reservoir simulation

Journal Articles

Tsunamis, rogue waves, lump waves, mixed lump strip solitons, rational solitons, breathers, and their interactions with kink waves

Sarfaraz Ahmed, Muhammad Irslan Khalid, Jianbo Fei (费建波), Xiangsheng Chen (陈湘生)

Physics of Fluids 37, 027179 (2025)

https://doi.org/10.1063/5.0248047

Published: February 2025

View articletitled, Tsunamis, rogue waves, lump waves, mixed lump strip solitons, rational solitons, breathers, and their interactions with kink waves

Journal Articles

Solving parametric high-Reynolds-number wall-bounded turbulence around airfoils governed by Reynolds-averaged Navier–Stokes equations using time-stepping-oriented neural network

Wenbo Cao (曹文博), Xianglin Shan (单湘淋), Shixiang Tang (唐诗翔), Wanli Ouyang (欧阳万里), Weiwei Zhang (张伟伟)

Physics of Fluids 37, 015151 (2025)

https://doi.org/10.1063/5.0245918

Published: January 2025

View articletitled, Solving parametric high-Reynolds-number wall-bounded turbulence around airfoils governed by Reynolds-averaged Navier–Stokes equations using time-stepping-oriented neural network

Journal Articles

Scaled asymptotic solution nets for unlabeled seepage equation solutions with variable well flow

Qian Wang (王倩), Daolun Li (李道伦), Wenshu Zha (查文舒), Luhang Shen (沈路航), Xiang Li (李祥), Bumin Guo (郭布民), Yantao Xu (徐延涛)

Physics of Fluids 37, 013607 (2025)

https://doi.org/10.1063/5.0249412

Published: January 2025

View articletitled, Scaled asymptotic solution nets for unlabeled seepage equation solutions with variable well flow

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)

Physics of Fluids 37, 013605 (2025)

https://doi.org/10.1063/5.0249560

Published: January 2025

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

Journal Articles

Integrating symbolic regression with physics-informed neural networks for simulating nonlinear wave dynamics in arterial blood flow

Satyasaran Changdar, Bivas Bhaumik, Nabanita Sadhukhan, Sumit Pandey, Sabyasachi Mukhopadhyay, Soumen De, Serafim Bakalis

Physics of Fluids 36, 121924 (2024)

https://doi.org/10.1063/5.0247888

Published: December 2024

View articletitled, Integrating symbolic regression with physics-informed neural networks for simulating nonlinear wave dynamics in arterial blood flow

Journal Articles

Research on compressor cascade flow field modeling method based on finite volume flux-informed neural network

Qian Liu (刘乾), Fei Xue (薛飞), Siwei Wang (王思维), Hanru Liu (刘汉儒), Yangang Wang (王掩刚)

Physics of Fluids 36, 106136 (2024)

https://doi.org/10.1063/5.0234154

Published: October 2024

View articletitled, Research on compressor cascade flow field modeling method based on finite volume flux-informed neural network

Journal Articles

Early-time resonances in the three-dimensional wall-bounded axisymmetric Euler and related equations

Sai Swetha Venkata Kolluru, Rahul Pandit

Physics of Fluids 36, 097159 (2024)

https://doi.org/10.1063/5.0222257

Published: September 2024

View articletitled, Early-time resonances in the three-dimensional wall-bounded axisymmetric Euler and related equations

Journal Articles

Interfacial conditioning in physics informed neural networks

Saykat Kumar Biswas (সৈকত কুমার বিশ্বাস), N. K. Anand (एन. के. आनंद)

Physics of Fluids 36, 077125 (2024)

https://doi.org/10.1063/5.0220392

Published: July 2024

View articletitled, Interfacial conditioning in physics informed neural networks

Journal Articles

Dimensionless dynamics: Multipeak and envelope solitons in perturbed nonlinear Schrödinger equation with Kerr law nonlinearity

H. Afsar, G. Peiwei, A. Alshamrani, M. Aldandani, M. M. Alam, A. F. Aljohani

Physics of Fluids 36, 067126 (2024)

https://doi.org/10.1063/5.0215021

Published: June 2024

View articletitled, Dimensionless dynamics: Multipeak and envelope solitons in perturbed nonlinear Schrödinger equation with Kerr law nonlinearity

Journal Articles

Physics-constrained robust learning of open-form partial differential equations from limited and noisy data

Mengge Du (都檬阁), Yuntian Chen (陈云天), Longfeng Nie (聂隆锋), Siyu Lou (楼思余), Dongxiao Zhang (张东晓)

Physics of Fluids 36, 057123 (2024)

https://doi.org/10.1063/5.0204187

Published: May 2024

View articletitled, Physics-constrained robust learning of open-form partial differential equations from limited and noisy data

Journal Articles

On the Painlevé integrability and nonlinear structures to a (3 + 1)-dimensional Boussinesq-type equation in fluid mediums: Lumps and multiple soliton/shock solutions

Abdul-Majid Wazwaz, Weaam Alhejaili, S. A. El-Tantawy

Physics of Fluids 36, 033116 (2024)

https://doi.org/10.1063/5.0194071

Published: March 2024

View articletitled, On the Painlevé integrability and nonlinear structures to a (3 + 1)-dimensional Boussinesq-type equation in fluid mediums: Lumps and multiple soliton/shock solutions

Journal Articles

Oceanic shallow-water investigations on a generalized Whitham–Broer–Kaup–Boussinesq–Kupershmidt system

Xin-Yi Gao

Physics of Fluids 35, 127106 (2023)

https://doi.org/10.1063/5.0170506

Published: December 2023

View articletitled, Oceanic shallow-water investigations on a generalized Whitham–Broer–Kaup–Boussinesq–Kupershmidt system

Journal Articles

Wronskian solutions and linear superposition of rational solutions to B-type Kadomtsev–Petviashvili equation

Yu Chen, Xing Lü

Physics of Fluids 35, 106613 (2023)

https://doi.org/10.1063/5.0160184

Published: October 2023

View articletitled, Wronskian solutions and linear superposition of rational solutions to B-type Kadomtsev–Petviashvili equation

Journal Articles

Analytical study on two new (3 + 1)-dimensional Painlevé integrable equations: Kink, lump, and multiple soliton solutions in fluid mediums

Abdul-Majid Wazwaz, Weaam Alhejaili, S. A. El-Tantawy

Physics of Fluids 35, 093119 (2023)

https://doi.org/10.1063/5.0169763

Published: September 2023

View articletitled, Analytical study on two new (3 + 1)-dimensional Painlevé integrable equations: Kink, lump, and multiple soliton solutions in fluid mediums

Journal Articles

Multi-domain physics-informed neural network for solving forward and inverse problems of steady-state heat conduction in multilayer media

Benrong Zhang (张本容), Guozheng Wu (吴国正), Yan Gu (谷岩), Xiao Wang (王晓), Fajie Wang (王发杰)

Physics of Fluids 34, 116116 (2022)

https://doi.org/10.1063/5.0116038

Published: November 2022

View articletitled, Multi-domain physics-informed neural network for solving forward and inverse problems of steady-state heat conduction in multilayer media

Journal Articles

Ordinary differential equations for the adjoint Euler equations

J. Peter, J.-A. Désidéri

Physics of Fluids 34, 086113 (2022)

https://doi.org/10.1063/5.0093784

Published: August 2022

View articletitled, Ordinary differential equations for the adjoint Euler equations

Includes: Supplementary data

Journal Articles

A generalized framework for unsupervised learning and data recovery in computational fluid dynamics using discretized loss functions

Deepinder Jot Singh Aulakh, Steven B. Beale, Jon G. Pharoah

Physics of Fluids 34, 077111 (2022)

https://doi.org/10.1063/5.0097480

Published: July 2022

View articletitled, A generalized framework for unsupervised learning and data recovery in computational fluid dynamics using discretized loss functions

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Review of deep learning-based aerodynamic shape surrogate models and optimization for airfoils and blade profiles

Physics-informed neural network (PINNs) for convection equations in polymer flooding reservoirs

A data-physical dual-driven surrogate model for reservoir simulation

Tsunamis, rogue waves, lump waves, mixed lump strip solitons, rational solitons, breathers, and their interactions with kink waves

Solving parametric high-Reynolds-number wall-bounded turbulence around airfoils governed by Reynolds-averaged Navier–Stokes equations using time-stepping-oriented neural network

Scaled asymptotic solution nets for unlabeled seepage equation solutions with variable well flow

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

Integrating symbolic regression with physics-informed neural networks for simulating nonlinear wave dynamics in arterial blood flow

Research on compressor cascade flow field modeling method based on finite volume flux-informed neural network

Early-time resonances in the three-dimensional wall-bounded axisymmetric Euler and related equations

Interfacial conditioning in physics informed neural networks

Dimensionless dynamics: Multipeak and envelope solitons in perturbed nonlinear Schrödinger equation with Kerr law nonlinearity

Physics-constrained robust learning of open-form partial differential equations from limited and noisy data

On the Painlevé integrability and nonlinear structures to a (3 + 1)-dimensional Boussinesq-type equation in fluid mediums: Lumps and multiple soliton/shock solutions

Oceanic shallow-water investigations on a generalized Whitham–Broer–Kaup–Boussinesq–Kupershmidt system

Wronskian solutions and linear superposition of rational solutions to B-type Kadomtsev–Petviashvili equation

Analytical study on two new (3 + 1)-dimensional Painlevé integrable equations: Kink, lump, and multiple soliton solutions in fluid mediums

Multi-domain physics-informed neural network for solving forward and inverse problems of steady-state heat conduction in multilayer media

Ordinary differential equations for the adjoint Euler equations

A generalized framework for unsupervised learning and data recovery in computational fluid dynamics using discretized loss functions

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