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Multiple model adaptive wave filtering for dynamic positioning of marine vessels

机译:用于船舶动态定位的多模型自适应波滤波

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摘要

This paper addresses a filtering problem that arises in the design of dynamic positioning systems for ships and offshore rigs subjected to the influence of sea waves. Its key contribution is twofold: i) it introduces an improved model for filter design, and ii) and it exploits the structure of a multiple model adaptive wave filter that relies on measurements of the vessel's position and heading only. Namely, an improvement in the control plant model is proposed that better captures the physics of the problem at hand and a bank of Kalman filters is designed for a finite number of parameter values, each corresponding to a different peak frequency of the assumed wave spectrum model. Tools from multiple model adaptive estimation (MMAE) theory are exploited to blend the information provided by the different observers, yielding position and velocity estimates of the marine vessel. These estimates are then to be used in an appropriately designed feedback control law. Simulations illustrate the efficacy of the MMAE techniques proposed and the improvement in performance that is obtained when compared with other approaches.
机译:本文解决了在受到海浪影响的船舶和海上钻机的动态定位系统设计中出现的过滤问题。它的主要作用是双重的:i)引入了一种改进的滤波器设计模型,并且ii)利用了多模型自适应波滤波器的结构,该滤波器仅依赖于船只位置和航向的测量。即,提出了对控制工厂模型的改进,以更好地捕获当前问题的物理性质,并为有限数量的参数值设计了一组卡尔曼滤波器,每个参数值都对应于假定的波谱模型的不同峰值频率。利用来自多模型自适应估计(MMAE)理论的工具来混合不同观察者提供的信息,从而得出船舶的位置和速度估计。然后,将这些估计值用于适当设计的反馈控制律中。仿真说明了与其他方法相比,所提出的MMAE技术的功效以及性能的提高。

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  • 来源
    《American Control Conference;ACC》|2012年|p.6222- 6228|共7页
  • 会议地点 Montreal(CA)
  • 作者

    Hassani, Vahid;

  • 作者单位

    Institute for Systems and Robotics (ISR) Instituto Superior Técnico (IST) Lisbon Portugal;

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