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921.
《中国航空学报》2020,33(8):2230-2241
With several attractive properties, rotary lip seals are widely used in aircraft utility system, and their reliability estimation has drawn more and more attention. This work proposes a reliability estimation approach based on time-varying dependence analysis. The dependence between the two performance indicators of rotary lip seals, namely leakage rate and friction torque, is modeled by time-varying copula function with polynomial to denote the time-varying parameters, and an efficient copula selection approach is utilized to select the optimal copula function. Parameter estimation is carried out based on a Bayesian method and the reliability during the whole lifetime is calculated based on a Monte Carlo method. Degradation test for rotary lip seal is conducted and the proposed model is validated by test data. The optimal copula function and optimal order of polynomial are determined based on test data. Results show that this model is effective in estimating the reliability of rotary lip seals and can achieve a better goodness of fit. 相似文献
922.
《中国航空学报》2020,33(4):1329-1337
In the assembly process of large volume product, engineering constraints limit the relative pose of components and serve as a standard for judging assembly quality. However, in the traditional process of target pose estimation, a general method is needed for establishing the correlation between engineering constraints and product pose, and it is difficult to evaluate pose by constraints comprehensively. Therefore, the process of target pose estimation and evaluation is separated. In this paper, a pose coordination model based on multi-constraints is proposed, which includes pre-processing, pose estimation, pose adjustment and evaluation. Firstly, engineering constraints are decoupled into 4 types of Minimum Geometrical Reference Constraints (MGRC), and the inequalities for solving target pose are formulated. Then the Constraint Coordination Index (CCI) is defined as the optimization objective to solve the target pose. Finally, with CCI as the numerical index, the target pose is evaluated to illustrate the quality of assembly. Taking the simulation experiment of wing-fuselage jointing as an example, the external and internal parameters of model are analyzed, and the pose estimation based on multi-constraints reduces the CCI by 12%, compared with the point-set-registration method. 相似文献
923.
随着风电场的大范围建设,风轮机杂波对雷达的干扰问题日益严重,常规杂波抑制方法难以有效解决风轮机杂波(WTC)干扰问题,因此提出了一种利用动态字典对风轮机杂波进行稀疏重构进而抑制的方法。首先,建立了WTC干扰下的雷达信号模型并分析了风轮机杂波的信号特征。其次,依据WTC的时频特征提出了一种微动参数粗估计方法,利用粗估计结果缩小了字典稀疏重构参数范围,在此基础上利用正交匹配追踪(OMP)算法对字典进行动态生成,并逐级更新字典原子。最后,通过动态字典对风轮机杂波信号进行稀疏重构,从而实现了对WTC的有效抑制。通过仿真实验,分析了风轮机杂波对目标检测的干扰影响,验证了基于动态稀疏重构的风电场杂波抑制方法在不同情况下的有效性。 相似文献
924.
《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2020,65(4):1250-1262
The current paper introduces a new multilayer perceptron (MLP) and support vector machine (SVM) based approach to improve daily rainfall estimation from the Meteosat Second Generation (MSG) data. In this study, the precipitation is first detected and classified into convective and stratiform rain by two MLP models, and then four multi-class SVM algorithms were used for daily rainfall estimation. Relevant spectral and textural input features of the developed algorithms were derived from the spectral MSG SEVIRI radiometer channels. The models were trained using radar rainfall data set colected over north Algeria. Validation of the proposed daily rainfall estimation technique was performed by rain gauge network data set recorded over north Algeria. Thus, several statistical scores were calculated, such as correlation coefficient (r), root mean square error (RMSE), mean error (Bias), and mean absolute error (MAE). The findings given by: (r = 0.97, bias = 0.31 mm, RMSE = 2.20 mm and MAE = 1.07 mm), showed a quite satisfactory relationship between the estimation and the respective observed daily precipitation. Moreover, the comparison of the results with those of two advanced techniques based on random forests (RF) and weighted ‘k’ nearest neighbor (WkNN) showed higher accuracy obtained by the proposed model. 相似文献
925.
Akram Adnane Zoubir Ahmed Foitih Mohammed Arezki Si Mohammed Abdellatif Bellar 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2018,61(4):1143-1157
Attitude estimation is a critical component of the Attitude Determination and Control System (ADCS) of any satellite. It is used to convert the sensor observation data to an estimated attitude using filtering algorithms. However, in the presence of sensor faults, the ADCS fails to achieve the desired attitude accuracy. In this paper, the Fault Tolerant Extended Kalman Filter (FTEKF) is proposed to handle this imperfection. In accordance, various filtering steps are included in the FTEKF design to enhance both attitude estimation and sensor fault detection. The developed algorithm can detect and isolate any unexpected sensor faults in real time, which provides a reliable attitude estimation. A comparative study with the classical and robust Kalman filters is performed through numerical simulations in order to validate the effectiveness of the adopted filter in case of magnetometer fault data. 相似文献
926.
927.
《中国航空学报》2020,33(10):2499-2509
Common, unsteady aerodynamic modeling methods usually use wind tunnel test data from forced vibration tests to predict stable hysteresis loop. However, these methods ignore the initial unstable process of entering the hysteresis loop that exists in the actual maneuvering process of the aircraft. Here, an excitation input suitable for nonlinear system identification is introduced to model unsteady aerodynamic forces with any motion in the amplitude and frequency ranges based on the Least Squares Support Vector Machines (LS-SVMs). In the selection of the input form, avoiding the use of reduced frequency as a parameter makes the model more universal. After model training is completed, the method is applied to predict the lift coefficient, drag coefficient and pitching moment coefficient of the RAE2822 airfoil, in sine and sweep motions under the conditions of plunging and pitching at Mach number 0.8. The predicted results of the initial unstable process and the final stable process are in close agreement with the Computational Fluid Dynamics (CFD) data, demonstrating the feasibility of the model for nonlinear unsteady aerodynamics modeling and the effectiveness of the input design approach. 相似文献
928.
Lian Xiaobin Zhang Jinxiu Wang Jihe Wang Peiji Lu Zhenkun 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2021,67(11):3654-3666
In recent years, the drag-free satellites have been widely used for some fundamental physical experiments, such as checking short-range effects of general relativity, geopotential determination and the exploration of static ocean current. And the space-borne detector of gravitational waves is one of the important applications for drag-free satellites in the future. In this study, the estimation of relative motion state and disturbance for test masses of drag-free satellite after release are researched. Firstly, the relative motion model between the test masses is established based on corresponding reference frames. Secondly, a self-recurrent wavelet neural network estimator is designed to estimate the pure gravitational relative motion state and disturbance for the test masses, and the sliding mode controller is used to transfer the relative motion state to the ideal state. Finally, the proposed estimation methods are verified by the simulation results. 相似文献
929.
D. Sudheer Reddy N. Gopal Reddy A.K. Anilkumar 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2011
The events that occurred after 2007 such as Chinese anti-satellite test, explosion of Briz-M upper stage, break up of cosmos-2421 and collision of cosmos-2251 with Iridium-33 satellites have completely changed the spatial density patterns in low earth orbits. This has increased the risk of collision between active satellites and debris created by them. Aftermath, the risk assessment of possible collisions called as conjunction analysis of working satellites from day to day has become more crucial. Spatial density models are useful in understanding the long-term likelihood of a collision in a particular region of space and helpful in pre-launch orbit planning. In this paper we present an algorithmic procedure for automatically estimating exact model parameters corresponding to the peak location and number of peaks using wavelets that will speed up the parameter estimation process for the models with peaks. 相似文献
930.
对深空探测航天器自主导航方法进行了研究。为了应对深空探测中航天器轨道动力学模型的误差,在分光计测量航天器相对于太阳径向速度基础上,引入了小行星的视线矢量测量。通过最小二乘法计算出由小行星视线矢量所得到的位置信息,采用改进的信息融合方法修正扩展卡尔曼滤波中不精确的动力学模型造成的状态估计误差。同时计算了模型的能观度,对模型的可观性进行了分析。最后对算法进行了仿真分析,仿真结果表明,该算法对动力学模型的依赖性明显低于其他算法,在相同模型精度下,可获得更好的滤波精度。 相似文献