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Combination of Interacting Multiple Models with the Particle Filter for Three-Dimensional Target Tracking in Underwater Wireless Sensor Networks

机译:交互式多模型与粒子滤波器的结合,用于水下无线传感器网络中的三维目标跟踪

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摘要

Tracking underwater targets is a focused application area in modern underwater defence systems. Using traditional techniques based on imaging or sensor arrays may be difficult and impractical in some mission-critical systems. Alternatively, the underwater wireless sensor network (UWSN) is able to offer a promising solution. This paper tackles the problem of accurately tracking underwater targets moving through the UWSN environment. This problem is considered nonlinear and non-Gaussian where the present solution methods based on the particle filter technique are powerful and simple to implement. For three-dimensional underwater maneuvering target tracking, the traditional particle filter tracking algorithm may fail to track the targets robustly and accurately. Thus, the interacting multiple model method is combined with the particle filter to cope with uncertainties in target maneuvers. Simulation results show that the proposed method is a promising substitute for the traditional imaging-based or sensor-based approaches.
机译:跟踪水下目标是现代水下防御系统的重点应用领域。在某些关键任务系统中,使用基于成像或传感器阵列的传统技术可能很困难且不切实际。另外,水下无线传感器网络(UWSN)可以提供有前途的解决方案。本文解决了精确跟踪在UWSN环境中移动的水下目标的问题。该问题被认为是非线性的和非高斯的,其中基于粒子滤波技术的当前求解方法功能强大且易于实现。对于三维水下机动目标跟踪,传统的粒子滤波跟踪算法可能无法可靠,准确地跟踪目标。因此,将相互作用的多模型方法与粒子过滤器结合起来,以应对目标机动中的不确定性。仿真结果表明,该方法可以替代传统的基于成像或基于传感器的方法。

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  • 来源
    《Mathematical Problems in Engineering》 |2012年第12期|829451.1-829451.16|共16页
  • 作者单位

    College of Computer and Information, Hohai University, Nanjing, Jiangsu 211100, China;

    School of Computer Engineering, Nanjing Institute of Technology, Jiangsu 210000, China;

    College of Computer and Information, Hohai University, Nanjing, Jiangsu 211100, China;

    College of Computer and Information, Hohai University, Nanjing, Jiangsu 211100, China;

    College of Computer Science and Technology, Zhejiang University of Technology, Zhejiang 310023, China;

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