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Geometric nonlinear filtering theory with application to the maneuvering aircraft tracking problem.

机译:几何非线性滤波理论及其在机动飞机跟踪问题中的应用。

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摘要

A geometric nonlinear filter (GNF) is designed for application to the problem of tracking a maneuvering aircraft. The aircraft tracking problem is a state estimation problem and a state prediction problem. A nonlinear aircraft maneuver model is proposed for use in the state estimation as well as the state prediction. This nonlinear model is based on the so-called coordinated turn and describes planar trajectories.;The GNF design approach involves state transformations with output injection to transform the nonlinear system model to a linear form, known as the observer canonical form. For many nonlinear systems, such as the proposed aircraft maneuver model, this linearizing transformation does not exist. Therefore, for the maneuvering aircraft model, a transformation to an approximate observer canonical form is given.;Utilizing a Lyapunov stability approach, sufficient conditions for stability of the GNF estimation error are derived. No such conditions exist for the extended Kalman filter (EKF). The GNF was found to be stable in cases where the EKF was not stable. The tracking performance of the GNF compares favorably with the EKF for various levels of measurement noise. However, the GNF offers a substantial savings in computational time making it more attractive than the EKF for use in a fire control computer.
机译:几何非线性滤波器(GNF)设计用于跟踪机动飞机的问题。飞机跟踪问题是状态估计问题和状态预测问题。提出了一种非线性飞机操纵模型,用于状态估计和状态预测。该非线性模型基于所谓的协调转弯,并描述了平面轨迹。GNF设计方法涉及到具有输出注入的状态转换,以将非线性系统模型转换为线性形式,即观察者规范形式。对于许多非线性系统,例如建议的飞机操纵模型,这种线性化变换不存在。因此,对于机动飞机模型,给出了向近似观察者规范形式的转换。;利用李雅普诺夫稳定性方法,得出了稳定GNF估计误差的充分条件。扩展卡尔曼滤波器(EKF)不存在这样的条件。发现在EKF不稳定的情况下GNF稳定。对于各种级别的测量噪声,GNF的跟踪性能均优于EKF。但是,GNF大大节省了计算时间,使其在火控计算机中比EKF更具吸引力。

著录项

  • 作者

    Bishop, Robert H.;

  • 作者单位

    Rice University.;

  • 授予单位 Rice University.;
  • 学科 Aerospace engineering.
  • 学位 Ph.D.
  • 年度 1990
  • 页码 174 p.
  • 总页数 174
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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