Determination of optimum STC orientation by GA

O. Bettemir
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引用次数: 1

Abstract

Optimum orientation of star tracker, which minimizes the precision of georeferencing without ground control points is searched. The study aims to obtain the best orientation of STC that minimizes the uncertainty of georeferencing. Precision of georeferencing is estimated by Differential Sensitivity Analysis (DSA) based on partial derivatives of input parameters which contains certain amount of uncertainty. Uncertainties of interior camera parameters, camera position, image timing and digital elevation model (DEM) are included in the precision estimation procedure of the georeferencing. Uncertainties of these parameters are assumed to be normally distributed and the confidence interval for the input parameters are obtained from the manufacturers and the vendors. Orbit of BilSAT on the 3rd of August 2005 is used for the optimization analysis. Interior camera parameters are assigned in reasonable ranges for a small satellite. Analysis are conducted for the imaging geometry of 0°, 5°, 10°, 15°, and 20° cross-track rotations of the camera with respect to body fixed reference system of the satellite. Sum of the obtained georeferencing precisions is considered as the objective function to be minimized. Optimization procedure searches the optimum solution in the plane of two variables; pitch and yaw angles of the STC with respect to body fixed reference system of the satellite. Genetic Algorithm (GA) is implemented for the search of the optimum solution.
遗传算法确定最佳STC取向
在无地面控制点的情况下,寻求星跟踪器的最佳定位,使定位精度达到最小。本研究的目的是获得STC的最佳方位,使地理参考的不确定性最小化。利用含有一定不确定性的输入参数的偏导数,采用差分灵敏度分析(DSA)对地理参考精度进行估计。在地理参考精度估计过程中,考虑了相机内部参数、相机位置、图像时序和数字高程模型(DEM)的不确定性。这些参数的不确定性假设为正态分布,输入参数的置信区间从制造商和供应商处获得。利用2005年8月3日的BilSAT卫星轨道进行优化分析。对于小型卫星,在合理范围内分配了内部相机参数。对相机相对于卫星体定参照系的0°、5°、10°、15°、20°交叉轨迹旋转成像几何进行了分析。将得到的地理参考精度的和作为目标函数进行最小化。优化过程在两个变量平面上搜索最优解;STC相对于卫星本体固定参考系的俯仰角和偏航角。采用遗传算法寻找最优解。
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