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Optimization of Hybrid Method for Uncertainty Propagation of Non-Keplerian Motion

机译:非Keplerian运动不确定性传播的混合方法的优化

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One of the most important technical discussions in space situational awareness is how to capture the dynamical nonlinearity to propagate uncertainty accurately. Our previous research considered the dynamical realism for accurate uncertainty propagation and proposed a hybrid method that combined advantages of the semi-analytic solutions and nonlinear state mapping tensor, i.e., state transition tensor. The main goal of this research is to investigate an optimal combination of these two methods, making a hybrid method. The goal is carried out by introducing a cost function including two key factors: computational efficiency and accuracy of uncertainty propagation. In this research, we establish eight combinations, based on second- and third-order semi-analytic solutions and the form of the tensors up to fourth order, and compare the performance of each case with the calculated costs. Through this research, we show that the combination of the third-order semi-analytic solutions and the second-order state transition tensor has the best performance in the most cases.
机译:在空间态势感知中最重要的技术讨论之一是如何捕获动态非线性以准确地传播不确定性。我们先前的研究考虑了用于精确不确定性传播的动力学现实主义,并提出了一种混合方法,该方法结合了半解析解和非线性状态映射张量(即状态转换张量)的优势。这项研究的主要目的是研究这两种方法的最佳组合,从而形成一种混合方法。通过引入包括两个关键因素的成本函数来实现该目标:计算效率和不确定性传播的准确性。在这项研究中,我们基于二阶和三阶半解析解以及张量的形式建立了八种组合,直到四阶张量的形式,然后将每种情况的性能与计算出的成本进行比较。通过这项研究,我们表明,在大多数情况下,三阶半解析解和二阶状态转变张量的组合具有最佳性能。

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