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Journal Articles

A Bayesian approach to locally varying regularization in optical flow velocimetry

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Gauresh Raj Jassal, Erkki Somersalo, Daniela Calvetti, Bryan E Schmidt
Journal: Physics of Fluids
Physics of Fluids 37, 057132 (2025)
https://doi.org/10.1063/5.0270225
Published: May 2025
View articletitled, A Bayesian approach to locally varying regularization in optical flow velocimetry
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Journal Articles

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

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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)
Journal: Physics of Fluids
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
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Journal Articles

Aerodynamic optimization of wind turbine blades via surrogate-assisted deep reinforcement learning

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Xiao Wang (王潇), Haibin Li (李海滨), Hexi Baoyin (宝音贺西), Shuqin Han (韩淑琴), Changchun Bao (包长春)
Journal: Physics of Fluids
Physics of Fluids 37, 047141 (2025)
https://doi.org/10.1063/5.0256389
Published: April 2025
View articletitled, Aerodynamic optimization of wind turbine blades via surrogate-assisted deep reinforcement learning
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Journal Articles

Multi-objective optimization of centrifugal pumps based on extreme learning machine with Adaptive Non-dominated Sorting Genetic Algorithms III

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Zhi Li (李智), Wei Dong (董玮), Haoqing Jiang (蒋浩青)
Journal: Physics of Fluids
Physics of Fluids 37, 037191 (2025)
https://doi.org/10.1063/5.0257717
Published: March 2025
View articletitled, Multi-objective optimization of centrifugal pumps based on extreme learning machine with Adaptive Non-dominated Sorting Genetic Algorithms III
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Journal Articles

Enhancing airfoil design optimization surrogate models using multi-task learning: Separating airfoil surface and fluid domain predictions

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Xin Hu (胡鑫), Bo An (安博), Yongke Guan (管永科), Dong Li (李栋), Fernando Mellibovsky, Weimin Sang (桑为民), Gang Wang (王刚)
Journal: Physics of Fluids
Physics of Fluids 37, 037175 (2025)
https://doi.org/10.1063/5.0258928
Published: March 2025
View articletitled, Enhancing airfoil design optimization surrogate models using multi-task learning: Separating airfoil surface and fluid domain predictions
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Journal Articles

Global optimization of a laidback fan-shaped film-cooling hole regarding multiple blowing ratios and pressure-sensitive paint experimental validation

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Chao Zhang (张超), Haichuan Zhang (张海川), Guoliang Wang (王国良), Jie Zhou (周杰), Zhiting Tong (童志庭), Jinglun Fu (付经伦)
Journal: Physics of Fluids
Physics of Fluids 37, 035164 (2025)
https://doi.org/10.1063/5.0252488
Published: March 2025
View articletitled, Global optimization of a laidback fan-shaped film-cooling hole regarding multiple blowing ratios and pressure-sensitive paint experimental validation
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Journal Articles

A high-resolution finite difference scheme with neural network optimized dispersion and localized adaptive dissipation

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Bo Liu (刘博), Haoshen He (何昊燊), Qihao Cheng (程启豪), Jingdi Wan (万敬迪), Yang Liu (刘扬)
Journal: Physics of Fluids
Physics of Fluids 37, 037141 (2025)
https://doi.org/10.1063/5.0253180
Published: March 2025
View articletitled, A high-resolution finite difference scheme with neural network optimized dispersion and localized adaptive dissipation
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Journal Articles

Modeling and optimization of projectile in-bore motion based on a coupled method of interior ballistic multiphase flow and launch dynamics

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Bingchen Li (李炳臣), Xiaobing Zhang (张小兵)
Journal: Physics of Fluids
Physics of Fluids 37, 033327 (2025)
https://doi.org/10.1063/5.0257296
Published: March 2025
View articletitled, Modeling and optimization of projectile in-bore motion based on a coupled method of interior ballistic multiphase flow and launch dynamics
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Journal Articles

Cavitation characteristics of water guided laser nozzle on water jet fiber stability

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Songlin Nie (聂松林), Rui Wu (吴锐), Hui Ji (纪辉), Luyan Lin (吝路炎), Jiakai Li (李家凯)
Journal: Physics of Fluids
Physics of Fluids 37, 033601 (2025)
https://doi.org/10.1063/5.0257881
Published: March 2025
View articletitled, Cavitation characteristics of water guided laser nozzle on water jet fiber stability
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Journal Articles

Multi-objective performance optimization of a solid–liquid two-phase annular jet pump

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Minggao Tan (谈明高), Chen Shao (邵晨), Houlin Liu (刘厚林), Xianfang Wu (吴贤芳), Runan Hua (华如南), Yang Zhao (赵杨)
Journal: Physics of Fluids
Physics of Fluids 37, 023400 (2025)
https://doi.org/10.1063/5.0248672
Published: February 2025
View articletitled, Multi-objective performance optimization of a solid–liquid two-phase annular jet pump
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Journal Articles

A constrained grey prediction evolution algorithm for calculating two-phase equilibria at given volume, temperature, and moles

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Wangyu Tong (童旺宇), Baoduo Su (苏保朵), Mili Ran (冉米莉), Yaqian Zhan (湛雅倩)
Journal: Physics of Fluids
Physics of Fluids 37, 023383 (2025)
https://doi.org/10.1063/5.0251459
Published: February 2025
View articletitled, A constrained grey prediction evolution algorithm for calculating two-phase equilibria at given volume, temperature, and moles
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Journal Articles

Optimization design and experimental verification of unmanned sailboat sails

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Hongde Qin (秦洪德), Kun Xiang (向坤), Xiaojian Cao (曹小建), Binxuan Qi (戚彬轩), Xingchen Huang (黄星辰), Yunmei Wang (王允美)
Journal: Physics of Fluids
Physics of Fluids 37, 025179 (2025)
https://doi.org/10.1063/5.0251022
Published: February 2025
View articletitled, Optimization design and experimental verification of unmanned sailboat sails
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Journal Articles

Adaptive boundary-constrained mesh deformation and data-driven aerodynamic optimization of compressor blade rows

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Bin Li (李斌), Jiang Chen (陈江), Yi Liu (刘熠), Hang Xiang (向航), Wuan Zhao (赵午安)
Journal: Physics of Fluids
Physics of Fluids 37, 026115 (2025)
https://doi.org/10.1063/5.0252294
Published: February 2025
View articletitled, Adaptive boundary-constrained mesh deformation and data-driven aerodynamic optimization of compressor blade rows
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Journal Articles

Wind farm layout optimization in complex terrain considering wind turbine fatigue load constraint

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Weijie Liu (刘伟杰), Liuliu Peng (彭留留), Guoqing Huang (黄国庆), Qingshan Yang (杨庆山), Yan Jiang (姜言), Binbin Wang (王彬滨)
Journal: Physics of Fluids
Physics of Fluids 37, 027135 (2025)
https://doi.org/10.1063/5.0249777
Published: February 2025
View articletitled, Wind farm layout optimization in complex terrain considering wind turbine fatigue load constraint
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Journal Articles

Minimizing nature's cost: Exploring data-free physics-informed neural network solvers for fluid mechanics applications

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Abdelrahman Elmaradny, Ahmed Atallah, Haithem Taha
Journal: Physics of Fluids
Physics of Fluids 37, 027142 (2025)
https://doi.org/10.1063/5.0250022
Published: February 2025
View articletitled, Minimizing nature's cost: Exploring data-free physics-informed neural network solvers for fluid mechanics applications
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Journal Articles

Optimal design and performance analysis of a combined wind-wave energy utilization device under wave environment near islands and reefs

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Shuo Huang (黄硕), Huan-zhe Liu (刘焕哲), Wei-qi Liu (刘伟琪), Kai Wang (王凯)
Journal: Physics of Fluids
Physics of Fluids 37, 027138 (2025)
https://doi.org/10.1063/5.0245769
Published: February 2025
View articletitled, Optimal design and performance analysis of a combined wind-wave energy utilization device under wave environment near islands and reefs
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Journal Articles

Research on multi-objective optimization of guide vane of reactor coolant pump based on genetic algorithm

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Daoxing Ye (叶道星), Tian Wen (文天), Fengli Zhai (翟凤丽), Binhao Liu (刘斌豪), Rui Deng (邓锐)
Journal: Physics of Fluids
Physics of Fluids 37, 025138 (2025)
https://doi.org/10.1063/5.0250831
Published: February 2025
View articletitled, Research on multi-objective optimization of guide vane of reactor coolant pump based on genetic algorithm
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Journal Articles

Enhancing oil recovery and carbon sequestration through alternating injection of methane-rich associated gas and CO2 in deep reservoirs

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Zongfa Li, Zhiwei Chen, Guihua Yang, Zhenhu Lv, Lijuan Huang, Maoheng Li
Journal: Physics of Fluids
Physics of Fluids 37, 026605 (2025)
https://doi.org/10.1063/5.0251207
Published: February 2025
View articletitled, Enhancing oil recovery and carbon sequestration through alternating injection of methane-rich associated gas and CO2 in deep reservoirs
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Journal Articles

Physics-informed reinforcement learning framework for kinematics optimization of self-propelled articulated swimmers

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Chengyun Wang (汪乘雲), Haibo Huang (黄海波)
Journal: Physics of Fluids
Physics of Fluids 37, 011919 (2025)
https://doi.org/10.1063/5.0249580
Published: January 2025
View articletitled, Physics-informed reinforcement learning framework for kinematics optimization of self-propelled articulated swimmers
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Journal Articles

Finely integrated design of end wall region for a compressor linear cascade through adjoint optimization

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Xin Li (李鑫), Tongtong Meng (蒙童桐), Lucheng Ji (季路成)
Journal: Physics of Fluids
Physics of Fluids 37, 015239 (2025)
https://doi.org/10.1063/5.0250892
Published: January 2025
View articletitled, Finely integrated design of end wall region for a compressor linear cascade through adjoint optimization
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