Radar Estimation of Building Layouts Using Jump-Diffusion

M. Nikolic, M. Ortner, A. Nehorai, A. Djordjevic
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引用次数: 6

Abstract

Estimating buildings layouts using exterior radar measurements is a challenging task involving the electromagnetic modeling, many unknown parameters, and limited number of sensors. We propose using the jump-diffusion algorithm as a powerful stochastic tool that can be used to determine the number of walls, estimate their unknown positions and other parameters. We improve the convergence rate of the jump-diffusion algorithm by developing an iterative procedure that first finds low- resolution estimates, which are then used to initiate our more accurate estimation. Our efficient usage of the available frequency bandwidth, improves the computational speed that otherwise would be hampered by the forward electromagnetic modeling.
基于跳跃扩散的建筑布局雷达估计
利用外部雷达测量估算建筑物布局是一项具有挑战性的任务,涉及电磁建模、许多未知参数和有限数量的传感器。我们建议使用跳跃扩散算法作为一种强大的随机工具,可以用来确定墙壁的数量,估计它们的未知位置和其他参数。我们通过开发一个迭代过程来提高跳跃扩散算法的收敛速度,该迭代过程首先找到低分辨率估计,然后使用它来初始化我们更准确的估计。我们有效地利用了可用的频率带宽,提高了计算速度,否则会受到正演电磁建模的阻碍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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