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Hao Ma

Zhengzhou University of Aeronautics

P.o. Box 1581 Dodoma

P. o. Box 557, Mbinga- Ruvuma

Dodoma, +255

China

SCHOLARLY PAPERS

2

DOWNLOADS

127

TOTAL CITATIONS

0

Scholarly Papers (2)

1.

Prediction of Shock and Boundary Layer Interaction in Supersonic/Hypersonic Flow Over A  Compression Ramp Using Deep Neural Networks

Number of pages: 94 Posted: 28 Jul 2025
affiliation not provided to SSRN, Hong Kong Polytechnic University, affiliation not provided to SSRN, Zhengzhou University of Aeronautics, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 92 (753,595)

Abstract:

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U-Net CNN, vision transformer, wavelet transformation, pressure gradient related loss

Efficient Prediction Method for 3D Mesoscopic Stress Fields in Composite Solid Propellants Based on Multi-slice Input

Number of pages: 63 Posted: 13 Jan 2026
National University of Defense Technology, National University of Defense Technology, National University of Defense Technology and Zhengzhou University of Aeronautics
Downloads 18 (1,559,710)

Abstract:

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Solid Propellant, Dual-attention Network, Transfer Learning, 3D Stress Field Predic-tion, Multi-input Prediction

Efficient Prediction Method for 3D Mesoscopic Stress Fields in Composite Solid Propellants Based on Multi-slice Input

Number of pages: 59 Posted: 15 Jan 2026
National University of Defense Technology, National University of Defense Technology, National University of Defense Technology and Zhengzhou University of Aeronautics
Downloads 17 (1,548,841)

Abstract:

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Solid Propellant, Dual-attention Network, Transfer Learning, 3D Stress Field Prediction, Multi-input Prediction