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摘要:
Fixed-interval smoothing,as one of the most important types of state estimation,has been concerned in many practical problems especially in the analysis of flight test data.However,the existing sequential filters and smoothers usually cannot deal with nonlinear or high-dimensional systems well.A state-of-the-art technique is employed in this study to explore the fixed-interval smoothing problem of a conceptual two-dimensional airfoil model in incompressible flow from noisy measurement data.Therein,the governing equations of the airfoil model are assumed to be known or only partially known.A single objective optimization problem is constructed with the classical Runge-Kutta scheme,and then estimations of the system states,the measurement noise and even the unknown parameters are obtained simultaneously through minimizing the objective function.Effectiveness and feasibility of the method are examined under several simulated measurement data corrupted by different measurement noises.All the obtained results indicate that the introduced algorithm is applicable for the airfoil model with cubic or free-play structural nonlinearity and leads to accurate state and parameter estimations.Besides,it is highly robust to Gaussian white and even more complex heavy-tailed measurement noises.It should be emphasized that the employed algorithm is still effective to high-dimensional nonlinear aeroelastic systems.
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篇名 Fixed-interval smoothing of an aeroelastic airfoil model with cubic or free-play nonlinearity in incompressible flow
来源期刊 力学学报(英文版) 学科
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年,卷(期) 2021,(7) 所属期刊栏目 DYNAMICS,VIBRATION,AND CONTROL
研究方向 页码范围 1168-1182
页数 15页 分类号
字数 语种 英文
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期刊影响力
力学学报(英文版)
双月刊
0567-7718
11-2063/O3
16开
北京中关村15号中科院力学所内
1985
eng
出版文献量(篇)
1876
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0
总被引数(次)
7565
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