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

Chen Kong, Juntao Chang, Yunfei Li, +1

Physics of Fluids

AeroacousticsHigh AccuracyDeep Neural NetworksEngineeringMachine Learning +11

Low-frequency unsteadiness of shock-wave/boundary-layer interaction in an isolator with background waves

Ziao Wang, Juntao Chang, Wenxin Hou, +1

Physics of Fluids

AeroacousticsEngineeringFlow ControlOscillation TypesFluid Mechanics +18

Flame propagation and flashback characteristics in a kerosene fueled supersonic combustor equipped with strut/wall combined fuel injectors

Junlong Zhang, Juntao Chang, Ziao Wang, +2

Aerospace Science and Technology

Supersonic CombustorEngineeringAerospace EngineeringCombustion ScienceCombustion Engineering +5

Experimental investigation of shock train behavior in a supersonic isolator

Ziao Wang, Juntao Chang, Guangwei Wu, +1

Physics of Fluids

AeroacousticsUnsteady FlowShock TrainEngineeringDetonation Phenomenon +13

An efficient deep learning framework to reconstruct the flow field sequences of the supersonic cascade channel

Yunfei Li, Juntao Chang, Ziao Wang, +1

Physics of Fluids

AeroacousticsConvolutional Neural NetworkEngineeringMachine LearningFluid Mechanics +14

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

Chen Kong, Juntao Chang, Ziao Wang, +2

AIP Advances

Super-resolution ImagingConvolutional Neural NetworkHigh ResolutionImage AnalysisEngineering +13

Flow field reconstruction and prediction of the supersonic cascade channel based on a symmetry neural network under complex and variable conditions

Yunfei Li, Juntao Chang, Chen Kong, +1

AIP Advances

AeroacousticsReservoir SimulationConvolutional Neural NetworkEngineeringMachine Learning +13

Oscillation of the shock train under synchronous variation of incoming Mach number and backpressure

Ziao Wang, Juntao Chang, Yiming Li, +4

Physics of Fluids

Synchronous VariationShock TrainEngineeringOblique Shock TrainMechanical Systems +4

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

Yunfei Li, Juntao Chang, Ziao Wang, +1

Physics of Fluids

AeroacousticsEngineeringFlow ControlAerospace EngineeringCivil Engineering +11

Numerical investigation on the forced oscillation of shock train in hypersonic inlet with translating cowl

Wen Shi, Juntao Chang, Junlong Zhang, +3

Aerospace Science and Technology

Compressible FlowShock TrainEngineeringAerospace EngineeringShock Compression +6