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矢量航空发动机测力台架自适应校准方法

吴锋 李亚杰 张有 袁占斌

吴锋, 李亚杰, 张有, 等. 矢量航空发动机测力台架自适应校准方法[J]. 航空动力学报, 2025, 40(9):20230184 doi: 10.13224/j.cnki.jasp.20230184
引用本文: 吴锋, 李亚杰, 张有, 等. 矢量航空发动机测力台架自适应校准方法[J]. 航空动力学报, 2025, 40(9):20230184 doi: 10.13224/j.cnki.jasp.20230184
WU Feng, LI Yajie, ZHANG You, et al. Adaptively calibrating the stand of aviation vector engine[J]. Journal of Aerospace Power, 2025, 40(9):20230184 doi: 10.13224/j.cnki.jasp.20230184
Citation: WU Feng, LI Yajie, ZHANG You, et al. Adaptively calibrating the stand of aviation vector engine[J]. Journal of Aerospace Power, 2025, 40(9):20230184 doi: 10.13224/j.cnki.jasp.20230184

矢量航空发动机测力台架自适应校准方法

doi: 10.13224/j.cnki.jasp.20230184
基金项目: 陕西省自然科学基金(2020JM-153); 稳定支持项目(D5120200752)
详细信息
    作者简介:

    吴锋(1982-),男,研究员,博士,主要从事发动机高空模拟测试技术。E-mail:wufeng_my@qq.com

    通讯作者:

    张有(1985-),男,博士生,主要从事高空模拟试验技术研究工作。E-mail:623908967@qq.com

  • 中图分类号: V263.4;TP212.12

Adaptively calibrating the stand of aviation vector engine

  • 摘要:

    为了对矢量航空发动机测力台架进行静态校准,首先对两种专用校准设备的校准力空间进行了分析,并将各项加载的合力分类为纯力、纯力偶、力线矢和力螺旋。然后针对隐式的二次多项式回归模型,分别基于改进的D优化准则和K中心点聚类方法进行了校准力空间的优化选择,得到了优化后的加载表。最后通过对比两种方法得到的加载表的D优化值、方差膨胀因子和加载点水平值,发现前述两种方法自动生成的加载表都能在满足其他指标要求的前提下使得广义方差尽可能小。以上理论和方法可以自适应地推广到其他构型的矢量推力台架校准设备上,为提高矢量推力测力台架的校准精度和效率提供重要理论及技术支持。

     

  • 图 1  砝码式校准设备

    Figure 1.  Calibration device with weights

    图 2  台架1校准力空间

    Figure 2.  Calibration space of stand 1

    图 3  CE-22平台上校准设备

    Figure 3.  Calibration equipment on CE-22 stand

    图 4  台架2校准力空间

    Figure 4.  Calibration space of stand 2

    图 5  D优化值随$ n $的下降情况

    Figure 5.  Decline of D-opt value with n

    图 6  基于D优化的台架1加载空间

    Figure 6.  Calibration space of stand 1 based on D-opt

    图 7  基于K中心聚类的台架1加载空间

    Figure 7.  Calibration space of stand 1 based on K-Medoids

    图 8  基于D优化的台架2加载空间

    Figure 8.  Calibration space of stand 2 based on D-opt

    图 9  基于K中心聚类的台架2加载空间

    Figure 9.  Calibration space of stand 2 based on K-Medoids

    图 10  改进D优化的台架1加载表水平值

    Figure 10.  Leverage of stand 1 based on D-opt

    图 11  基于K中心聚类的台架1加载表水平值

    Figure 11.  Leverage of stand 1 based on K-Medoids

    图 12  改进D优化的台架2加载表水平值

    Figure 12.  Lverage of stand 2 based on D-opt

    图 13  基于K中心聚类的台架2加载表水平值

    Figure 13.  Leverage of stand 2 based on K-Medoids

    表  1  两种校准空间中加载力数目及组成

    Table  1.   Number and composition of loading forces in two calibration spaces

    项数 台架1 台架2
    数量 组成 数量 组成
    一项 6 (0, 0, 6, 0) 16 (0, 0, 16, 0)
    二项 15 (2, 0, 3, 10) 112 (4, 16, 28, 64)
    三项 20 (0, 0, 5, 15) 448 (0, 0, 96, 352)
    四项 15 (1, 0, 1, 13) 1120 (4, 56, 50, 1008
    五项 6 (0, 0, 0, 6) 1792 (0, 0, 96, 1696
    六项 1 (0, 0, 0, 1) 1792 (8, 72, 76, 1636
    七项 1024 (0, 0, 96, 928)
    八项 256 (8, 24, 32, 192)
    总计 63 (3, 0, 15, 45) 6560 (24, 168, 490, 5876
    下载: 导出CSV

    表  2  台架1两种优化方法的比较

    Table  2.   Comparison of two optimization methods for stand 1

    方法 加载点数 D优化值/10−9 VIF
    改进D优化准则 84 1.28 1070
    K中心聚类 84 6.39 725
    下载: 导出CSV

    表  3  台架2两种优化方法的比较

    Table  3.   Comparison of two optimization methods for stand 2

    方法加载点数D优化值VIF
    改进D优化准则841.24×10−192.49
    K中心聚类841.46×10−182.87
    下载: 导出CSV
  • [1] BERGMANN R, PHILIPSEN I. An experimental comparison of different load tables for balance calibration [C]//27th AIAA Aerodynamic Measurement Technology and Ground Testing Conference. Chicago:AIAA, 2010: AIAA 2010-4544.
    [2] 李海涛. 火箭发动机推力矢量测量理论、方法与自动测试技术研究[D]. 长沙: 国防科学技术大学, 2005. LI Haitao. Research on theory, method and automatic test technology of rocket engine thrust vector measurement [D]. Changsha: National University of Defense Technology, 2005. (in Chinese

    LI Haitao. Research on theory, method and automatic test technology of rocket engine thrust vector measurement [D]. Changsha: National University of Defense Technology, 2005. (in Chinese)
    [3] 王辰辰, 李新良, 李程, 等. 航空矢量发动机试车台推力校准技术综述[J]. 计测技术, 2015, 35(4): 10-14. WANG Chenchen, LI Xinliang, LI Cheng, et al. Thrust calibration technology of areo vector engine test cell[J]. Metrology & Measurement Technology, 2015, 35(4): 10-14. (in Chinese

    WANG Chenchen, LI Xinliang, LI Cheng, et al. Thrust calibration technology of areo vector engine test cell[J]. Metrology & Measurement Technology, 2015, 35(4): 10-14. (in Chinese)
    [4] ULBRICH N. Comparison of iterative and non-iterative strain-gage balance load calculation methods: AIAA-2010-4202 [R]. Reston VA: American Institute of Aeronautics and Astronautics, 2010.
    [5] 张有, 张斌山, 吴锋, 等. 六分力台架设计与矢量推力定位[J]. 航空动力学报, 2019, 34(11): 2324-2330. ZHANG You, ZHANG Binshan, WU Feng, et al. Six-component stand design and vector thrust positioning[J]. Journal of Aerospace Power, 2019, 34(11): 2324-2330. (in Chinese

    ZHANG You, ZHANG Binshan, WU Feng, et al. Six-component stand design and vector thrust positioning[J]. Journal of Aerospace Power, 2019, 34(11): 2324-2330. (in Chinese)
    [6] 付尧明, 王强, 额日其太, 等. 矢量喷管六分量测力试验台的研制[J]. 流体力学实验与测量, 2002, 16(1): 87-93. FU Yaoming, WANG Qiang, E Riqitai, et al. Development of the six-component force-measuring balance for thrust-vectoring nozzle testing[J]. Experiments and Measurements in Fluid Mechanics, 2002, 16(1): 87-93. (in Chinese

    FU Yaoming, WANG Qiang, E Riqitai, et al. Development of the six-component force-measuring balance for thrust-vectoring nozzle testing[J]. Experiments and Measurements in Fluid Mechanics, 2002, 16(1): 87-93. (in Chinese)
    [7] 张有, 吴锋, 何培垒. 航空发动机推力测量台架原理误差分析[J]. 航空发动机, 2016, 42(4): 76-80. ZHANG You, WU Feng, HE Peilei. Principle errors analysis of thrust measurement test bench system for aeroengine[J]. Aeroengine, 2016, 42(4): 76-80. (in Chinese

    ZHANG You, WU Feng, HE Peilei. Principle errors analysis of thrust measurement test bench system for aeroengine[J]. Aeroengine, 2016, 42(4): 76-80. (in Chinese)
    [8] 罗华云, 赖传兴, 王月贵, 等. 喷管模型试验器六分量天平校准技术[J]. 航空动力学报, 2013, 28(1): 67-73. LUO Huayun, LAI Chuanxing, WANG Yuegui, et al. Six-component balance calibration technology for nozzle model testing facility[J]. Journal of Aerospace Power, 2013, 28(1): 67-73. (in Chinese

    LUO Huayun, LAI Chuanxing, WANG Yuegui, et al. Six-component balance calibration technology for nozzle model testing facility[J]. Journal of Aerospace Power, 2013, 28(1): 67-73. (in Chinese)
    [9] RUNYAN R B, RYND J P Jr., SEELY J F. Thrust stand design principles: AIAA-1992-3976 [R]. Reston VA: American Institute of Aeronautics and Astronautics, 1992.
    [10] PARKER P, MORTON M, DRAPER N, et al. A single-vector force calibration method featuring the modern design of experiments: AIAA-2001-0170 [R]. Reston VA: American Institute of Aeronautics and Astronautics, 2001.
    [11] SCHREIER S, REUSS S. Digital calibration of strain-gage balances using machine learning [J]. Experiments in Fluids, 2018, 59(7): 1-15.
    [12] 刘涛, 薛文鹏, 任博扬. 涡喷涡扇发动机试车台推力测量系统校准及加载方法[C]//2019航空装备服务保障与维修技术论坛暨中国航空工业技术装备工程协会年会论文集. 江西 南昌:中国航空工业技术装备工程协会, 2019: 564-567. LIU Tao, XUE Wenpeng, REN Boyang. Calibration and loading method for thrust measurement system of turbojet turbofan engine test bed [C]// Proceedings of 2019 Aviation Equipment Service Support and Maintenance Technology Forum and the Annual Meeting of China Aviation Industry Technical Equipment Engineering Association. Nanchang, Jiangxi: China Aviation Industry Technical Equipment Engineering Association, 2019: 564-567. (in Chinese

    LIU Tao, XUE Wenpeng, REN Boyang. Calibration and loading method for thrust measurement system of turbojet turbofan engine test bed [C]// Proceedings of 2019 Aviation Equipment Service Support and Maintenance Technology Forum and the Annual Meeting of China Aviation Industry Technical Equipment Engineering Association. Nanchang, Jiangxi: China Aviation Industry Technical Equipment Engineering Association, 2019: 564-567. (in Chinese)
    [13] 黄真, 赵永生, 赵铁石. 高等空间机构学[M]. 北京: 高等教育出版社, 2006. HUANG Zhen, ZHAO Yongsheng, ZHAO Tieshi. Advanced spatial mechanism[M]. Beijing: Higher Education Press, 2006. (in Chinese

    HUANG Zhen, ZHAO Yongsheng, ZHAO Tieshi. Advanced spatial mechanism[M]. Beijing: Higher Education Press, 2006. (in Chinese)
    [14] 王松桂. 线性统计模型: 线性回归与方差分析[M]. 北京: 高等教育出版社, 1999. WANG Songgui. Linear statistical model: linear regression and variance analysis[M]. Beijing: Higher Education Press, 1999. (in Chinese

    WANG Songgui. Linear statistical model: linear regression and variance analysis[M]. Beijing: Higher Education Press, 1999. (in Chinese)
    [15] MONTGOMERY D C. Design and analysis of experiments [M]. New York: John Wiley & Sons, Inc. 2013.
    [16] 汤伟, 刘李涛, 陈洪, 等. 矢量喷管推力特性的风洞试验技术[J]. 航空动力学报, 2018, 33(4): 858-864. TANG Wei, LIU Litao, CHEN Hong, et al. Thrust characteristics test technique of vectoring nozzle in wind tunnel[J]. Journal of Aerospace Power, 2018, 33(4): 858-864. (in Chinese

    TANG Wei, LIU Litao, CHEN Hong, et al. Thrust characteristics test technique of vectoring nozzle in wind tunnel[J]. Journal of Aerospace Power, 2018, 33(4): 858-864. (in Chinese)
    [17] ULBRICH N, VOLDEN T. Regression analysis of experimental data using an improved math model search algorithm: AIAA-2008-0833 [R]. Reston VA: American Institute of Aeronautics and Astronautics, 2008.
    [18] 肖霞, 伍兴国. 线性回归中多重共线性的几何解释[J]. 统计与决策, 2021, 37(21): 46-51. XIAO Xia, WU Xingguo. Geometric interpretation of multicollinearity in linear regression[J]. Statistics & Decision, 2021, 37(21): 46-51. (in Chinese

    XIAO Xia, WU Xingguo. Geometric interpretation of multicollinearity in linear regression[J]. Statistics & Decision, 2021, 37(21): 46-51. (in Chinese)
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  • 收稿日期:  2023-03-27
  • 网络出版日期:  2025-06-03

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