A Single Satellite Geolocation Solution of an RF Emitter Using a Constrained Unscented Kalman Filter

P. Ellis, F. Dowla
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引用次数: 8

Abstract

A real-time geolocation solution of a radio frequency (RF) emitter is presented using a constrained Unscented Kalman Filter (cUKF). Samples are processed on a single low earth orbit (LEO) satellite by a cUKF that imposes constraints by projecting the sigma points into the feasible solution space. The emitter is transmitting an RF signal from an unknown l0-cation with a known center frequency. The ease of imposing constraints within the UKF framework for single LEO satellite RF geolocation is demonstrated and results show reduced convergence time, high resiliency to noise, sub-kilometer geolocation accuracies, and the maintenance of stability. An accurate and real-time single satellite solution can be a valuable asset, as it could greatly reduce cost and computation time of existing multi-satellite systems. This paper shows the feasibility of such a solution and provides a framework to approach more realistic link budget, satellite GPS inaccuracies, and oscillator drift scenarios.
基于约束无嗅卡尔曼滤波的射频发射器单卫星定位解决方案
提出了一种基于约束无嗅卡尔曼滤波(cUKF)的射频发射器实时定位方案。样本在单个低地球轨道(LEO)卫星上由cUKF处理,该cUKF通过将sigma点投影到可行解空间中施加约束。发射器正从一个中心频率已知的未知阳离子发射射频信号。在UKF框架内对单个LEO卫星射频地理定位施加约束的便性得到了证明,结果表明收敛时间缩短,对噪声具有高弹性,亚公里地理定位精度高,并且保持了稳定性。准确、实时的单卫星解决方案可以大大降低现有多卫星系统的成本和计算时间,是一项宝贵的资产。本文展示了这种解决方案的可行性,并提供了一个框架来接近更现实的链路预算,卫星GPS不精度和振荡器漂移场景。
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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