Data-driven super-resolution reconstruction of supersonic flow field by convolutional neural networks

Pilot hydrogen enhanced combustion in an ethylene-fueled scramjet combustor at Mach 4

(2021) Ye Tian et al.   PHYSICS OF FLUIDS

A deep learning approach for the velocity field prediction in a scramjet isolator

(2021) Chen Kong et al.   PHYSICS OF FLUIDS

Experimental investigation of shock train behavior in a supersonic isolator

(2021) Ziao Wang et al.   PHYSICS OF FLUIDS

Deep learning methods for super-resolution reconstruction of turbulent flows

(2020) Bo Liu et al.   PHYSICS OF FLUIDS

Experimental investigation of unstart dynamics driven by subsonic spillage in a hypersonic scramjet intake at Mach 6

(2020) Manoj Kumar K. Devaraj et al.   PHYSICS OF FLUIDS

Experimental study on the forced oscillation of shock train in an isolator with background waves

(2020) Wenxin Hou et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Flowfield Reconstruction and Shock Train Leading Edge Detection in Scramjet Isolators

(2020) Chen Kong et al.   AIAA JOURNAL

Isolator characteristics under steady and oscillatory back pressures

(2020) Saravanan R. et al.   PHYSICS OF FLUIDS

On the unsteady throttling dynamics and scaling analysis in a typical hypersonic inlet–isolator flow

(2020) K. Raja Sekar et al.   PHYSICS OF FLUIDS

Machine learning methods for turbulence modeling in subsonic flows around airfoils

(2019) Linyang Zhu et al.   PHYSICS OF FLUIDS

Super-resolution reconstruction of turbulent flows with machine learning

(2019) Kai Fukami et al.   JOURNAL OF FLUID MECHANICS

Inversion and reconstruction of supersonic cascade passage flow field based on a model comprising transposed network and residual network

(2019) Yunfei Li et al.   PHYSICS OF FLUIDS

Modeling and analysis for integrated airframe/propulsion control of vehicles during mode transition of over-under Turbine-Based-Combined-Cycle engines

(2019) Jialin Zheng et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Prediction model of velocity field around circular cylinder over various Reynolds numbers by fusion convolutional neural networks based on pressure on the cylinder

(2018) Xiaowei Jin et al.   PHYSICS OF FLUIDS

Oscillation of the shock train in an isolator with incident shocks

(2018) Nan Li et al.   PHYSICS OF FLUIDS

Measurements of parameters of transient gas flows by a diode laser absorption spectroscopy at elevated pressures and temperatures

(2017) M. A. Bolshov et al.   OPTICS AND SPECTROSCOPY

Recent research progress on unstart mechanism, detection and control of hypersonic inlet

(2017) Juntao Chang et al.   PROGRESS IN AEROSPACE SCIENCES

Mechanism and Prediction for Occurrence of Shock-Train Sharp Forward Movement

(2016) Kejing Xu et al.   AIAA JOURNAL

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

(2016) Julia Ling et al.   JOURNAL OF FLUID MECHANICS

Unstart Margin Characterization Method of Scramjet Considering Isolator–Combustor Interactions

(2015) Bin Qin et al.   AIAA JOURNAL

Closed-Loop Turbulence Control: Progress and Challenges

(2015) Steven L. Brunton et al.   Applied Mechanics Reviews

Supersonic Mass-Flux Measurements via Tunable Diode Laser Absorption and Nonuniform Flow Modeling

(2012) Leyen S. Chang et al.   AIAA JOURNAL

Large-Eddy Simulation of a Supersonic Inlet-Isolator

(2012) Heeseok Koo et al.   AIAA JOURNAL

Behavior of shock trains in a hypersonic inlet/isolator model with complex background waves

(2012) H. J. Tan et al.   EXPERIMENTS IN FLUIDS

Recent advances in the measurement of strongly radiating, turbulent reacting flows

(2011) G.J. Nathan et al.   PROGRESS IN ENERGY AND COMBUSTION SCIENCE

Fast image/video upsampling

(2008) Qi Shan et al.   ACM TRANSACTIONS ON GRAPHICS