activity
20182024
most citedHigh-flexibility reconstruction of small-scale motions in wall turbulence using a generalized zero-shot learning

13 citations · 27 across the 8 of their papers we have counts for

collaborators

8 papers

physics.flu-dyn2024★ 13 cited

High-flexibility reconstruction of small-scale motions in wall turbulence using a generalized zero-shot learning

Haokai Wu, Kai Zhang, Dai Zhou +3

This study proposes a novel super-resolution (or SR) framework for generating high-resolution turbulent boundary layer (TBL) flow from low-resolution inputs. The framework combines…

cs.LG2024★ 1 cited

Revisiting the Efficacy of Signal Decomposition in AI-based Time Series Prediction

Kexin Jiang, Chuhan Wu, Yaoran Chen

Time series prediction is a fundamental problem in scientific exploration and artificial intelligence (AI) technologies have substantially bolstered its efficiency and accuracy. A…

physics.flu-dyn2023★ 2 cited

An optimization framework for wind farm layout design using CFD-based Kriging model

Zhenfan Wang, Yu Tu, Kai Zhang +3

Wind farm layout optimization (WFLO) seeks to alleviate the wake loss and maximize wind farm power output efficiency, and is a crucial process in the design of wind energy projects…

physics.flu-dyn2023

Aerodynamic performance enhancement and noise reduction for Darrieus vertical axis wind turbines: V-shaped blades and trailing-edge serrations

Jie Su, Yu Tu, Limin Kuang +5

The Darrieus vertical axis wind turbines (VAWTs) are one of the mainstream devices for wind energy utilization in the urban areas. The market's pursuit of high wind energy conversi…

physics.flu-dyn2022★ 1 cited

Aerodynamic characterization of two tandem wind turbines under yaw misalignment control using actuator line model

Yu Tu, Kai Zhang, Zhaolong Han +2

Yaw control has proven to be promising in alleviating the wake effects that plague the efficiency of wind farms. In this work, the actuator line modeling (ALM) method is adopted to…

physics.flu-dyn2022

End boundary effects on wakes dynamics of inclined circular cylinders

Kai Zhang, Yan Bao, Dai Zhou +1

We perform direct numerical simulations to characterize the three-dimensional wake dynamics of long inclined circular cylinders with inhomogeneous end boundary conditions. Three Re…

physics.flu-dyn2021★ 10 cited

Turbulence suppression by streamwise-varying wall rotation in pipe flow

Xu Liu, Hongbo Zhu, Yan Bao +2

Direct numerical simulations (DNSs) of turbulent pipe flow subjected to streamwise-varying wall rotation are performed. This control method is able to achieve drag reduction and ev…

physics.flu-dyn2018

Bistability in the wake of a wavy cylinder

Kai Zhang, Dai Zhou, Hiroshi Katsuchi +3

We investigate the wake dynamics of an optimally designed wavy cylinder that completely suppresses the Kármán vortex shedding. Such a wavy cylinder is forced to oscillate with a si…