基于TDOA数据融合的发射极定位Hough变换与粒子滤波方法比较

A. Mikhalev, R. Ormondroyd
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引用次数: 17

摘要

本文比较了基于霍夫变换和粒子滤波的射频发射极定位算法的性能。考虑了三种Hough变换方法:(a)广义Hough变换,(b)随机Hough变换和(c)混合Hough变换。在每种情况下,假设发射器提供一个信号,从该信号中可以由一对移动接收平台(如固定翼无人机或快速喷气机以及旋翼飞机)进行到达时间差测量。典型的发射器包括手机和其他类型的通信设备。研究表明,霍夫变换在均方根位置误差和计算处理要求方面都优于粒子滤波。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of Hough Transform and Particle Filter Methods of Emitter Geolocation using Fusion of TDOA Data
This paper compares the performance of RF emitter geolocation algorithms based on the Hough transform and the particle filter. Three Hough transform methods are considered: (a) the generalized Hough transform, (b) the randomized Hough transform and (c) the hybrid Hough transform. In each case, the emitter is assumed to provide a signal from which time difference of arrival measurements can be made by pairs of mobile receiving platforms, such as fixed-wing UAVs or fast jets as well as rotorcraft. Typical emitters include cellphones and other types of communication equipment. The paper shows that the Hough transform outperforms the particle filter both in terms of the RMS positional error and the computational processing requirements.
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