共查询到20条相似文献,搜索用时 31 毫秒
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机动目标“当前”统计模型与自适应跟踪算法 总被引:29,自引:0,他引:29
本文提出机动目标“当前”统计模型的概念并建议用修正的瑞利-马尔科夫过程描述目标随机加速机动的统计特性。文中指出了在机动目标运动模型中状态(机动加速度)估值与状态噪声之间的内在联系。在此基础上提出了具有机动加速度均值及方差自适应的卡尔曼滤波算法。对一维和三维的情形进行了计算机模拟。计算结果表明,在仅对目标位置进行观测的情况下,这类自适应估值算法无论对高度机动或无机动的目标均可绘出较好的位置、速度及加速度估值。 相似文献
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全天时星跟踪器与捷联惯导组成的惯性/天文组合导航系统具有精度高、自主性强等优点,在飞机、无人机、船舶等领域具有广泛的应用前景。组合导航系统长时间工作中力热变化导致安装矩阵漂移进而影响导航系统精度,全天时星跟踪器由于天空光影响视场小,一次只能观测一颗恒星,无法根据一副星图直接进行安装阵估计。提出了一种基于Levenberg-Marquart (L-M)算法的捷联惯性/天文组合导航系统安装阵在线快速高精度估计方法,利用捷联惯导姿态测量值,将不同时刻的观测星矢量转移到同一时刻同一坐标系中,构造多颗观测星的观测矢量误差与导航星矢量最小二乘目标函数,利用自适应步长的L-M算法对其进行迭代求解,实时得到系统安装矩阵的变化量。试验结果表明,使用该方法后星跟踪器在捷联惯导本体坐标系的输出恒星投影矢量精度提升了1倍以上,在线估计时间优于5 ms,满足用户实时性和高精度要求。 相似文献
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This paper discusses an approach to linear estimation through use of a "control" fed back into the system to cancel out the effect of disturbances or error signals. Although this approach has very restricted application, it has found important usage in integrated navigation systems where one subsystem is an inertial measurement system. This approach is shown to be suboptimal and is compared with the optimal with respect to estimation accuracy and sensitivity to modeling errors. The feedback approach to estimation is shown to be similar to error estimation and correction in which the error states of the system are estimated and external correction applied. For discrete estimation using the feedback approach it is shown that error variance and Kalman gains for one-stage prediction should be used. Two examples are considered which compare the feedback approach to the optimum estimation approach. The system of the first example is quite simple, but provides simple analytical comparisons of the two estimation approaches. The second example system consists of a single-axis inertial guidance system and an independent position measuring system. Accuracy and sensitivity to modeling errors are compared. Other advantages and disadvantages of the two estimation approaches are discussed. 相似文献
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双基地逆合成孔径雷达(ISAR)距离-多普勒算法成像时,容易引起越分辨单元徙动问题,影响成像质量,为了抑制越分辨单元徙动,需要估计目标的等效旋转中心。本文针对双基地角时变下的ISAR等效旋转中心估计问题,提出了一种等效旋转中心估计算法。该算法首先将运动补偿后的一维距离像序列分为两组并分别成像,得到两幅图像;其次,假定某个距离单元为等效旋转中心位置,对两幅图像进行畸变校正,使得两幅图像只存在一个视角差,按视角差旋转其中的一幅图像,并与另一幅图像作相关,得到相关系数;然后,假定下一个距离单元为等效旋转中心位置,重复上述步骤,直至遍历结束,相关系数最大值对应的假定位置就是估计的等效旋转中心。最后进行了仿真对比实验,表明本文算法能够有效估计双基地角时变下的ISAR等效旋转中心位置。 相似文献
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非合作目标的运动感知与状态估计,是太空领域技术发展的重要组成部分。非合作目标相对状态的精确估计是相对导航的难点问题。传统的非合作目标扩展卡尔曼滤波算法需要结合非合作目标的质心位置,增加了状态变量的维数,提高了系统不确定性,从而会影响状态扩展卡尔曼滤波的收敛速度。提出了一种基于序列图像的非合作目标相对导航方法,该方法在不对质心进行估计的情况下首先对非合作目标姿态进行估计,在完成非合作目标姿态估计后再对其质心进行估计。本文推导了光学相机测量值与目标真实姿态的关系,构建了基于序列图像的测量模型,分别建立了不含有非合作目标质心位置的状态方程和基于非合作目标位置、速度矢量的状态方程,设计了适用于非合作目标状态估计的扩展卡尔曼滤波算法。仿真实验表明该方法可在10 Hz采样频率下经过50次采样(即5 s)内快速收敛,从而有利于空间飞行器的在轨服务与维护。 相似文献
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Adaptive pulse compression via MMSE estimation 总被引:2,自引:0,他引:2
Radar pulse compression involves the extraction of an estimate of the range profile illuminated by a radar in the presence of noise. A problem inherent to pulse compression is the masking of small targets by large nearby targets due to the range sidelobes that result from standard matched filtering. This paper presents a new approach based upon a minimum mean-square error (MMSE) formulation in which the pulse compression filter for each individual range cell is adaptively estimated from the received signal in order to mitigate the masking interference resulting from matched filtering in the vicinity of large targets. The proposed method is compared with the standard matched filter and least-squares (LS) estimation and is shown to be superior over a variety of stressing scenarios. 相似文献
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G. Gu P. R. Chandler C. J. Schumacher A. Sparks M. Pachter 《IEEE transactions on aerospace and electronic systems》2006,42(4):1446-1458
The authors investigates the joint optimal estimation of both the position and velocity of a ground moving target (GMT) using pulse Doppler radars on-board unmanned aerial vehicles (UAVs). The problem of cooperative estimation using a UAV team and the optimization of the team's configuration to achieve optimal GMT position and velocity estimates are addressed. Based on the Cramer-Rao bound, the minimum achievable error variance of the GMT position and velocity estimates is derived. The expression of the minimum achievable estimation error variance for unbiased estimation provided by the Cramer-Rao bound is minimized yielding the optimal configuration of the UAV team. Our solution is complete in that it addresses various GMT tracking scenarios and an arbitrary number of UAVs. Optimal sensor geometries for typical applications are illustrated 相似文献
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Bin-Yen Ma Wu-Shiung Feng Tian-Hua Liu Ching-Guo Chen 《IEEE transactions on aerospace and electronic systems》1998,34(4):1193-1207
This paper presents a new sensorless switched reluctance drive system. The drive system can perform well when the system is operated in the pulse-width modulated (PWM) region. By suitably shaping an induced voltage in an inactive phase which is adjacent to an energized phase of a switched reluctance motor (SRM), the shaft position of the rotor can be easily obtained. As a result, the position sensor can be eliminated. First, the theoretical analysis of the proposed method is presented. By systematic theoretical analysis, a voltage signal which can easily estimate the shaft position of the motor is derived. This signal is only related to the input dc voltage of the converter, and the self and mutual inductances of the motor. Then, a new method to measure the self and mutual inductances of the SRM is proposed. After that, the design for a simple circuit which can synthesize the required voltage signal for rotor position estimation is presented. Next, how a 32-bit microprocessor system is used to execute the position and speed estimation, speed-loop control, and current-commands generation is shown. A closed-loop drive system is thus achieved. Several simulated and experimental results validate the theoretical analysis. A new direction in the design and implementation of a sensorless switched reluctance drive system is presented 相似文献
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Robin Corbet 《Space Science Reviews》1985,40(3-4):409-413
The spin periods of accreting neutron stars in binary systems with Be star primaries are shown to depend more strongly on periastron distance than apastron distance. This is interpreted as showing that neutron stars spin-up on shorter timescales than they spin-down. The pulse and orbital periods of V 0332+53 suggest that the optical counterpart of this source is a Be star. 相似文献
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天波超视距雷达(OTHR)目标跟踪面临着"三低"(低检测概率、低数据率和低测量精度)和"多径"(多条传播路径)的挑战,因此传播模式的准确辨识与目标定位精度提升是改善跟踪能力的关键。首先利用纯角度传感器群获得目标地理位置的初步估计,然后采用极大似然估计建立了OTHR的传播模式和杂波模式的辨识规则,进而利用最小方差估计准则实现OTHR和纯角度传感器群的量测融合。仿真结果表明,此算法的模式辨识正确率很高,能明显提升方位角的测量精度,但是不能明显提升径向距的精度。 相似文献
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Simulated star maps serve as convenient inputs for the test of a star sensor, whose standardability mostly depends on the centroid precision of the simulated star image, so it is necessary to accomplish systematic error compensation for the simple Gaussian PSF(or SPSF, in which PSF denotes point spread function). Firstly, the error mechanism of the SPSF is described, the reason of centroid deviations of the simulated star images based on SPSF lies in the unreasonable sampling positions(the centers of the covered pixels) of the Gaussian probability density function. Then in reference to the IPSF simulated star image spots regarded as ideal ones, and by means of normalization and numerical fitting, the pixel center offset function expressions are got, so the systematic centroid error compensation can be executed simply by substituting the pixel central position with the offset position in the SPSF. Finally, the centroid precision tests are conducted for the three big error cases of Gaussian radius r = 0.5, 0.6, 0.671 pixel, and the centroid accuracy with the compensated SPSF(when r = 0.5) is improved to 2.83 times that of the primitive SPSF, reaching a 0.008 pixel error, an equivalent level of the IPSF. Besides its simplicity, the compensated SPSF further increases both the shape similarity and the centroid precision of simulated star images, which helps to improve the image quality and the standardability of the outputs of an electronic star map simulator(ESS). 相似文献
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This paper analyzes a hybrid navigation concept that uses signals from a radio interferometer mounted on a spinning geostationary satellite, preliminary position estimates from self-contained equipment, and stored a priori information on the past performance of this equipment. The craft-borne processor, optimum in the maximum a posteriori (MAP) sense, is designed to estimate position coordinates using only the incoming radio signals, although improved estimates result if the other two items are available. An error analysis starts with the derivation of an estimation error covariance matrix, whose elements depend on additive receiver noise and the physical parameters of the system. A minimum 1? estimation error in position is obtained by trading off these parameters. The effects of other major error sources, such as tropospheric phase fluctuations, multipath, and craft altitude uncertainty, are added to the estimation error to give a total 1? position error on the order of 3.7 to 5.6 km. 相似文献
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A new exact, explicit, and computationally efficient solution for three-dimensional (3-D) position estimation based on range measurements from three stations is proposed. The simple polynomial-type form of the new algorithm facilitates the performance analysis. Formulae are provided for both the variance and the bias of the position estimates. The systematic error is a joint effect of both the measurement noise and the system nonlinearity and its magnitude cannot be ignored if highly accurate localization is required. Performance evaluation results are presented for various conditions 相似文献
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The question of how multiple-pass data from the Navy Satellite System can be processed to yield an optimal estimate of the latitude, longitude, and elevation of a point on the Earth's surface is considered. It is demonstrated that the problem can be treated by use of modern estimation techniques. Two methods are considered: Kalman estimation and weighted least-squares estimation. The variance of the estimation errors is compared for a simulated sequence of 50 satellite passes. 相似文献
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星敏感器安装误差标定技术研究 总被引:1,自引:0,他引:1
星敏感器是一类具有自主高精度姿态测量能力的仪器,输出姿态精度可达到角秒级。但实际组合导航应用中,星敏感器安装误差往往可达角分级,远远大于仪器本身误差,影响其使用品质,因此有必要在使用前对星敏感器安装误差进行建模标定。研究发现,星敏感器安装误差与惯导姿态误差存在耦合关系,难于分离。设计了一种快速标定方法,利用惯导输出姿态、位置信息以及星敏感器姿态输出构造观测量,建立卡尔曼滤波模型,通过滤波估计实现安装误差的地面标定。仿真结果表明,载体需要进行2个轴向上的机动才能将星敏感器三轴安装误差估计出来。相较于依靠外部基准姿态进行标定的方案,本方法具有快速高效、可操作性强等优点。 相似文献