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Mingming Guo

Southwest University of Science and Technology

China

  • Southwest University of Science and Technology

SCHOLARLY PAPERS

3

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119

TOTAL CITATIONS

0

Scholarly Papers (3)

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1.

Multi-Expert Collaborative Physics-Informed Neural Network with Spatial Geometry Encoding for Scramjet Inlet Flow Reconstruction

Number of pages: 54 Posted: 05 Dec 2025
Mingming Guo, Zekai Lu, Ye Tian, Bingfeng Qian, Yuanzhuo Weng, Jielu Li, Hua Zhang and Jialing Le
Southwest University of Science and Technology, Shanghai Dianji University, China Aerodynamics Research and Development Center, Shanghai Dianji University, affiliation not provided to SSRN, Southwest University of Science and Technology, Southwest University of Science and Technology and China Aerodynamics Research and Development Center
Downloads 49 (1,145,425)

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Multi-expert collaborative, Physics-informed neural network, Spatial geometry encoding, High Mach inlet, Flow field reconstruction

2.

Sensor Importance-Aware Dual-Branch cGAN: High-Fidelity Synchronous Prediction of Flame-Schlieren Images for Scramjet Flow Fields

Number of pages: 26 Posted: 22 Dec 2025
YuXin Yang, Ye Tian, Mingming Guo, Bingfeng Qian, Liao Zhou and Yajun Hu
Southwest University of Science and Technology, China Aerodynamics Research and Development Center, Southwest University of Science and Technology, Shanghai Dianji University, Southwest University of Science and Technology and Southwest University of Science and Technology
Downloads 38 (1,222,651)

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Scramjet, SI-cGAN, SHAP-Guided Sparse Sensor Optimization, Dual-Modal High-Fidelity Prediction, Flame-Schlieren Visualization

3.

A Boundary-Aware Physics-Informed Neural Network with Geometric Encoding for Robust Flow Reconstruction in Scramjet Inlets

Number of pages: 52 Posted: 23 Mar 2026
Mingming Guo, Zekai Lu, Bingfeng Qian, Yuanzhuo Weng and Jielu Li
Southwest University of Science and Technology, Shanghai Dianji University, Shanghai Dianji University, affiliation not provided to SSRN and Southwest University of Science and Technology
Downloads 32 (1,372,601)

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Multi-expert collaborative, Physics-Informed Neural Network, Spatial geometry encoding, High Mach inlet, Flow field reconstruction