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Artificial Intelligence in Fluid Mechanics

Traditionally, the underlying physics of fluid mechanics has been explored by theoretical and computational methods along with experimental measurements. Recently, there has been a resurgence of data-driven and machine learning methods to provide a fourth pillar as a unifying force towards improved understanding and controlling of fluid flow. The focus of this special issue is on the symbiosis of traditional modeling with the data-driven methods for solving fluid problems, e.g., integration of AI/ML techniques with computational and experimental fluid dynamics. The contributions below include recent advances in data-driven techniques for fluid mechanics, and showcase the application of these methods in applied science and engineering.

Guest editors: Rajeev K. Jaiman, Weiwei Zhang, and Dixia Fan

Special Collection Image
Michael Philip Sitte; Nguyen Anh Khoa Doan
10.1063/5.0097496
Xu Wang (王旭); Jiaqing Kou (寇家庆); Weiwei Zhang (张伟伟)
10.1063/5.0101991
Xiaodong He (何校栋); Yinan Wang (王亦南); Juan Li (李娟)
10.1063/5.0097688
Sudeepta Mondal; Soumalya Sarkar
10.1063/5.0099197
Mario Lino; Stathi Fotiadis; Anil A. Bharath; Chris D. Cantwell
10.1063/5.0097679
Mihir Durve; Adriano Tiribocchi; Fabio Bonaccorso; Andrea Montessori; Marco Lauricella; Michał Bogdan; Jan Guzowski; Sauro Succi
10.1063/5.0097597
Renkun Han (韩仁坤); Yixing Wang (王怡星); Weiqi Qian (钱炜祺); Wenzheng Wang (王文正); Miao Zhang (张淼); Gang Chen (陈刚)
10.1063/5.0096432
A. Charalampopoulos; T. Sapsis
10.1063/5.0098278
Qingzhi Hou; Zewei Sun; Li He; Alireza Karemat
10.1063/5.0095536
Deepinder Jot Singh Aulakh; Steven B. Beale; Jon G. Pharoah
10.1063/5.0097480
Yu-Eop Kang; Sunwoong Yang; Kwanjung Yee
10.1063/5.0097740
Zhengxiao Ma (马正宵); Jian Yu (于剑); Ruoye Xiao (肖若冶)
10.1063/5.0098122
Like Xie (谢理科); Hua Liang (梁华); Haohua Zong (宗豪华); Xuecheng Liu (刘雪城); Yinghong Li (李应红)
10.1063/5.0096778
Zhibo Wang (王治波); Feng He (何枫); Haixiang Zhang (张海翔); Pengfei Hao (郝鹏飞); Xiwen Zhang (张锡文); Xiangru Li (李庠儒)
10.1063/5.0097375
Chongyang Yan (闫重阳); Yufei Zhang (张宇飞); Haixin Chen (陈海昕)
10.1063/5.0097438
Indu Kant Deo; Rajeev Jaiman
10.1063/5.0086926
Xinshuai Zhang (张鑫帅); Tingwei Ji (季廷炜); Fangfang Xie (谢芳芳); Changdong Zheng (郑畅东); Yao Zheng (郑耀)
10.1063/5.0090394
Hui Tang; Teo Deveney; Tony Shardlow; Gary D. Lock
10.1063/5.0091371
Haoyun Xing; Jun Zhang; Wenjun Ma; Dongsheng Wen
10.1063/5.0090134
Rundi Qiu (丘润荻); Renfang Huang (黄仁芳); Yao Xiao (肖姚); Jingzhu Wang (王静竹); Zhen Zhang (张珍); Jieshun Yue (岳杰顺); Zhong Zeng (曾忠); Yiwei Wang (王一伟)
10.1063/5.0091063
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