Dynamic Uncertainty Analysis for Random Vibration Signals in Flight Test

Random vibration signals with insufficient information can be obtained in flight tests. Traditional uncertainty analysis methods based on statistical theory cannot be employed when the precise probability density and trends are unknown. In this paper, a bootstrap gray method based on gray system theory and bootstrap method is proposed to dynamically analyze random vibration signals. A set of dynamic analysis indices, such as estimated value, variation domain, dynamic uncertainty, reliability, and mean uncertainty, are used to assess the effectiveness of the bootstrap gray method. A group of parameters is discussed to optimize the performance of the proposed method. For time series of random vibration signals, the analysis of variation domain demonstrates the superiority of the bootstrap gray method over the bootstrap method. The instantaneous fluctuation of time-varying signals can be accurately evaluated by dynamic uncertainty, for which prior information on the probability distribution is not taken into...

[1]  J. B. Weathers,et al.  Time-varying uncertainty in shock and vibration applications using the impulse response , 2012 .

[2]  Neil J. Gordon,et al.  Bayesian State Estimation for Tracking and Guidance Using the Bootstrap Filter , 1993 .

[3]  Zhenzhou Lu,et al.  Uncertainty Importance Measure by Fast Fourier Transform for Wing Transonic Flutter , 2011 .

[4]  Daniel J. Scheeres,et al.  Analytical Nonlinear Propagation of Uncertainty in the Two-Body Problem , 2012 .

[5]  Raphael T. Haftka,et al.  Efficient Reliability-Based Design and Inspection of Stiffened Panels Against Fatigue , 2008 .

[6]  Wenrui Hao,et al.  Importance Measure Analysis in the Presence of Epistemic and Aleatory Uncertainties , 2011 .

[7]  M. Mitchell,et al.  Novel Method of Evaluating Dynamic Repeated Measurement Uncertainty , 2008 .

[8]  X. Y. Deng,et al.  Modeling of Wing Rock Based on Frequency Spectrum Analysis to Free-to-Roll Time History , 2011 .

[9]  R. E. Link,et al.  Gray Chaos Evaluation Model for Prediction of Rolling Bearing Friction Torque , 2010 .

[10]  Zhou Jing,et al.  Novel Error Prediction Method of Dynamic Measurement Lacking Information , 2012 .

[11]  Zhongyu Wang,et al.  Grey evaluation of non-statistical uncertainty in multidimensional precision measurement , 2006 .

[12]  Ronald A. Hess,et al.  Modeling the Pilot Detection of Time-Varying Aircraft Dynamics , 2012 .

[13]  Ranjan Ganguli,et al.  Uncertainty Quantification in Helicopter Performance Using Monte Carlo Simulations , 2011 .

[14]  Raphael T. Haftka,et al.  Technical Notes Uncertainty Identification of Damage Growth Parameters Using Nonlinear Regression , 2011 .

[15]  Zhongyu Wang,et al.  Novel method for evaluating surface roughness by grey dynamic filtering , 2010 .

[16]  H. Tan,et al.  Numerical Uncertainty for Radiative Transfer Equation by an Information Entropy Approach , 2011 .

[17]  Xudong He,et al.  Matrix Power Control Algorithm for Multi-input Multi-output Random Vibration Test , 2011 .

[18]  Soshi Kawai,et al.  Time-Series and Time-Averaged Characteristics of Subsonic to Supersonic Base Flows , 2007 .

[19]  Chao Yang,et al.  Aeroelastic Wind-Tunnel Test for Aerodynamic Uncertainty Model Validation , 2013 .