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Adaptive wave filtering for marine vessels within UD-based algorithms

机译:基于UD的算法中的船舶自适应波滤波

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This paper addresses numerical aspects of the adaptive Wave Filtering (WF) techniques. The WF methodology recently proposed in [1] is based on the conventional Kalman filter (KF) and its derivatives (with respect to unknown system parameters) that is known to be numerically unstable. To improve the numerical stability, the robust square-root variant has been designed in [2]. The so-called UD-based Kalman filtering is an alternative for improving the numerical properties when solving ill conditioned filtering problems. In addition, the UD approach is computationally efficient, having CPU costs that exceeds negligibly the conventional KF costs, that is also less than in the square-root approach. In this paper, we develop the WF technique within robust UD-based approach and compare the new method with the conventional and square-root schemes. The results of numerical experiments favor the UD-based adaptive WF.
机译:本文介绍了自适应波滤波(WF)技术的数值方面。 [1]中最近提出的WF方法基于已知的数值不稳定的常规卡尔曼滤波器(KF)及其导数(相对于未知的系统参数)。为了提高数值稳定性,在[2]中设计了健壮的平方根变量。所谓的基于UD的卡尔曼滤波是解决病态滤波问题时改善数值特性的替代方法。此外,UD方法的计算效率很高,其CPU成本可忽略不计,超过了传统的KF成本,也比平方根方法少。在本文中,我们在稳健的基于UD的方法中开发WF技术,并将新方法与常规方法和平方根方案进行比较。数值实验的结果有利于基于UD的自适应WF。

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