IMECH-IR  > 高温气体动力学国家重点实验室
Weighting by Cross-Validation: A Calibration Method for Force Measurements via Transient Response Analysis
Luo ZT(罗长童); Wang YP(汪运鹏); Hu ZM(胡宗民); Li JP(李进平); Jiang ZL(姜宗林)
Corresponding AuthorLuo, C.(
AbstractTransient response analysis is an indirect method for the measurement of the aerodynamic force experienced by hypersonic vehicles in impulse wind-tunnel facilities; a transfer function is identified by a calibration experiment in advance and is then used to recover the target aerodynamic force. Theoretically, the transfer function is unique for a given measurement system. However, the calibration experiment may involve unpredictable factors and noise that are inevitable in practical applications, which will result in systematic errors. In this paper, a new calibration method, weighting by cross-validation (WCV), is proposed to reduce the systematic errors. In WCV, a series of on-site calibration experiments are carried out to obtain a set of transfer functions prior to the wind tunnel test. The transfer functions are cross-validated against each other to create a cross-validation table of relative measurement errors. The aerodynamic force is then calibrated using the average and standard deviation of the cross-validation errors. The working mechanism of the WCV method is demonstrated by analogy of measurements with a set of non-standard rulers. The effectiveness of the WCV method has been verified by tests in the JF-12 shock tunnel. Studies show that the WCV method improves the measurement accuracy significantly. In addition, the concept of the WCV method is general and can also be applied to other indirect measurement problems to reduce systematic errors, especially when no exact/standard measurement tools are available.
KeywordAerodynamic force measurement Dynamic system Impact response Cross-validation System identification
Indexed BySCI ; EI
WOS IDWOS:000482471100009
WOS Research AreaEngineering ; Mechanics ; Materials Science
WOS SubjectEngineering, Mechanical ; Mechanics ; Materials Science, Characterization & Testing
Funding ProjectNational Natural Science Foundation of China[11532014]
Funding OrganizationNational Natural Science Foundation of China
ContributorLuo, C.
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Cited Times:1[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Recommended Citation
GB/T 7714
Luo ZT,Wang YP,Hu ZM,et al. Weighting by Cross-Validation: A Calibration Method for Force Measurements via Transient Response Analysis[J]. EXPERIMENTAL TECHNIQUES,2019,43(4):469-478.
APA 罗长童,汪运鹏,胡宗民,李进平,&姜宗林.(2019).Weighting by Cross-Validation: A Calibration Method for Force Measurements via Transient Response Analysis.EXPERIMENTAL TECHNIQUES,43(4),469-478.
MLA 罗长童,et al."Weighting by Cross-Validation: A Calibration Method for Force Measurements via Transient Response Analysis".EXPERIMENTAL TECHNIQUES 43.4(2019):469-478.
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