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RESEARCH PAPER · Journal of Engineering for Gas Turbines and Power · 2021

Shapley Additive Explanations of Multigeometrical Variable Coupling Effect in Transonic Compressor

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Shapley Additive Explanations of Multigeometrical Variable Coupling Effect in Transonic CompressorOriginalPerformance dispersion control of a multistage compressor based on precise identification of critical features13Design of Control Schedules for Interturbine Burner Turbofan Engine Considering Ignition and Flameout Characteristics9An Efficient Quantification Method Based on Feature Selection for High-Dimensional Uncertainties of Multistage Compressors8Compressor geometric uncertainty quantification under conditions from near choke to near stall54An automatic visible explainer of geometric knowledge for aeroshape design optimization based on SHAP29Aerodynamic optimization of a transonic fan rotor by blade sweeping using adaptive Gaussian process29Robust aerodynamic optimization and design exploration of a wide-chord transonic fan under geometric and operational uncertainties22Probabilistic deep learning of turbulent premixed combustion3Uncertainty quantification and sensitivity analysis on the aerodynamic performance of a micro transonic compressor34Three-Dimensional Optimization of Blade Lean and Sweep for an Axial Compressor to Improve the Engine Performance6Robust optimization and uncertainty quantification of a micro axial compressor for unmanned aerial vehicles20A dimensionality reduction method for uncertainty study of geometric variations of turbomachinery blades13Topologic-thermal synergism analysis for wedge-shaped channels leveraging data mining and self-organization geometries6An Efficient Uncertainty Quantification Method Based on Inter-Blade Decoupling for Compressors1Aerodynamic robustness optimization of aeroengine fan performance based on an interpretable dynamic machine learning method20Improved genetic algorithm based on Shapley value for a virtual machine scheduling model in cloud computing3Uncertainty analysis of geometric deviation effects on compressor stage performance using explainable neural networks0Uncertainty Quantification Analysis of Turbine Parameters Based on Conjugate Heat Transfer Calculation2Performance optimization of a high-aspect-ratio fan blade using lean, sweep, and chord techniques3SHAP-based data mining for high-dimensional design space of high-pressure turbine stage0Flow mechanism-embedded deep learning for modeling geometric uncertainty effects on aerodynamic stability0Cavitation multi-effects in surface strengthening: mechanisms, modeling, and experimental advances0

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  1. Performance dispersion control of a multistage compressor based on precise identification of critical features

    Aerospace Science and Technology · 2022-09-08

    Junying Wang, Heli Yang, Kai Fu Zhou, Jie Wei, Mengyang Wen, Xinqian Zheng

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  2. Design of Control Schedules for Interturbine Burner Turbofan Engine Considering Ignition and Flameout Characteristics

    Journal of Engineering for Gas Turbines and Power · 2022-10-07

    Xingyun Jia, Dengji Zhou, Mingdong Cao, Jiarui Hao, Gangtuan Li, Shixi Ma, Hongchao Huang, Luyao Xu, Zhihan Mo, Xingyu Qiang

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  3. An Efficient Quantification Method Based on Feature Selection for High-Dimensional Uncertainties of Multistage Compressors

    Journal of Engineering for Gas Turbines and Power · 2022-10-20

    Junying Wang, Xinqian Zheng, Heli Yang, Zhenzhong Sun, Zhaoyun Song, Yu Fu

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  4. Compressor geometric uncertainty quantification under conditions from near choke to near stall

    Chinese Journal of Aeronautics · 2022-11-02

    Junying Wang, Baotong Wang, Heli Yang, Zhenzhong Sun, Kai Fu Zhou, Xinqian Zheng

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  5. An automatic visible explainer of geometric knowledge for aeroshape design optimization based on SHAP

    Aerospace Science and Technology · 2022-11-11

    Yang Shen, Wei Huang, Yan Li, Zhenguo Wang, Xu Dafu

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  6. Aerodynamic optimization of a transonic fan rotor by blade sweeping using adaptive Gaussian process

    Aerospace Science and Technology · 2023-03-22

    Jiaqi Luo, Zhen Fu, Yiming Zhang, Wenhao Fu, Jianjun Chen

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  7. Robust aerodynamic optimization and design exploration of a wide-chord transonic fan under geometric and operational uncertainties

    Energy · 2023-06-02

    Hongzhi Cheng, Chuangxin Zhou, Xingen Lu, Shengfeng Zhao, Ge Han, Chengwu Yang

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  8. Probabilistic deep learning of turbulent premixed combustion

    AIP Advances · 2023-08-01

    Junsu Shin, Victor Xing, Michael Pfitzner, Corentin Lapeyre

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  9. Uncertainty quantification and sensitivity analysis on the aerodynamic performance of a micro transonic compressor

    Aerospace Science and Technology · 2023-08-11

    Hongzhi Cheng, Chuangxin Zhou, Ziliang Li, Xingen Lu, Shengfeng Zhao, Junqiang Zhu

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  10. Three-Dimensional Optimization of Blade Lean and Sweep for an Axial Compressor to Improve the Engine Performance

    Journal of Applied Fluid Mechanics · 2023-09-03

    Mojtaba Heidarian Shahri, Ali Madadi, Masoud Boroomand

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  11. Robust optimization and uncertainty quantification of a micro axial compressor for unmanned aerial vehicles

    Applied Energy · 2023-09-22

    Hongzhi Cheng, Ziliang Li, Penghao Duan, Xingen Lu, Shengfeng Zhao, Yanfeng Zhang

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  12. A dimensionality reduction method for uncertainty study of geometric variations of turbomachinery blades

    Aerospace Science and Technology · 2024-01-21

    Zeshuai Chen, Wenhao Fu, Jiaqi Luo

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  13. Topologic-thermal synergism analysis for wedge-shaped channels leveraging data mining and self-organization geometries

    Applied Thermal Engineering · 2024-08-30

    Kaibin Hu, Shengquan Zhong, Zhiyuan Tan, Li Yang, Yu Rao

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  14. An Efficient Uncertainty Quantification Method Based on Inter-Blade Decoupling for Compressors

    Journal of Engineering for Gas Turbines and Power · 2024-09-30

    Yu Fu, Junying Wang, Dalin Shi, Kai Tang, Jiantong Zhao

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  15. Aerodynamic robustness optimization of aeroengine fan performance based on an interpretable dynamic machine learning method

    Reliability Engineering & System Safety · 2024-11-13

    Hongzhi Cheng, Ziqing Zhang, Xingen Lu, Penghao Duan, Junqiang Zhu

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  16. Improved genetic algorithm based on Shapley value for a virtual machine scheduling model in cloud computing

    Frontiers in Mechanical Engineering · 2024-12-11

    Lili Chen, Yuxia Niu

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  17. Uncertainty analysis of geometric deviation effects on compressor stage performance using explainable neural networks

    Physics of Fluids · 2025-08-01

    Zezhen Sun, Wuli Chu, Yafei Qiao, Qinghan Li

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  18. Uncertainty Quantification Analysis of Turbine Parameters Based on Conjugate Heat Transfer Calculation

    Journal of Turbomachinery · 2025-09-12

    Hao Chen, Junying Wang, Kai Fu Zhou, Jianping Yan

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  19. Performance optimization of a high-aspect-ratio fan blade using lean, sweep, and chord techniques

    Propulsion and Power Research · 2025-12-01

    Amin Sarabchi, Mojtaba Heidarian Shahri, Ali Madadi

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  20. SHAP-based data mining for high-dimensional design space of high-pressure turbine stage

    Chinese Journal of Aeronautics · 2026-07-01

    Zhao YANG, Yunjia YAO, Liming SONG, Zhendong GUO

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  21. Flow mechanism-embedded deep learning for modeling geometric uncertainty effects on aerodynamic stability

    Aerospace Science and Technology · 2026-07-13

    Zhengtao Guo, Guobin Zhang, Chaolong Li, Lei Bao, Xianzhong Gao, Wuli Chu

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  22. Cavitation multi-effects in surface strengthening: mechanisms, modeling, and experimental advances

    Journal of the Brazilian Society of Mechanical Sciences and Engineering · 2026-09-03

    Yubing Xia, Peiyu He, Ye Tian, Yun Wang, Pan Wang, Zihao Huang, Linhao Yang

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