Multi-Constellation Blind Beacon Estimation, Doppler Tracking, and Opportunistic Positioning with OneWeb, Starlink, Iridium NEXT, and Orbcomm LEO Satellites

Sharbel E. Kozhaya, Haitham Kanj, Z. M. Kassas
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引用次数: 9

Abstract

A novel blind spectral approach is proposed for blind beacon estimation, Doppler tracking, and opportunistic positioning with unknown low Earth orbit (LEO) satellite signals. The framework is agnostic to the modulation and multiple access scheme adopted by LEO satellites. First, an analytical derivation of the received signal frequency spectrum is presented, which accounts for the highly dynamic channel between the LEO satellite and a terrestrial receiver. Second, a frequency domain-based blind Doppler discriminator is proposed. Third, a Kalman filter (KF)-based Doppler tracking algorithm is developed. Fourth, a blind beacon estimation framework for LEO satellites is proposed and its convergence properties are studied. Simulation results are presented showing successful beacon estimation and Doppler tracking of Starlink LEO satellites transmitting 5G orthogonal division multiple access (OFDM) signals. Experimental results are presented demonstrating the efficacy of the proposed framework on multi-constellation LEO satellites, namely OneWeb, Starlink, Orbcomm, and Iridium NEXT. Despite adopting different modulation and multiple access transmission schemes, the proposed framework is capable of successfully estimating the beacon and tracking the Doppler, in a blind fashion, of 8 LEO satellites (2 OneWeb, 4 Starlink, 1 Iridium NEXT, and 1 Orbcomm) over a period of about 560 seconds with Hz-level accuracy. The produced Doppler measurements were fused through a nonlinear least-squares estimator to localize a stationary receiver to an unprecedented level of accuracy. Starting with an initial estimate about 3,600 km away, a final three-dimensional (3-D) position error of 5.8 m and 2-D position error of 5.1 m was achieved. Aside from achieving this unprecedented accuracy, these results represent the first successful opportunistic tracking of unknown OneWeb LEO signals and their exploitation for positioning.
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利用OneWeb、Starlink、Iridium NEXT和Orbcomm LEO卫星进行多星座盲信标估计、多普勒跟踪和机会定位
针对未知低地球轨道卫星信号,提出了一种新的盲谱估计方法,用于盲信标估计、多普勒跟踪和机会定位。该框架对低轨道卫星采用的调制和多址方案不可知。首先,针对低轨道卫星与地面接收机之间的高动态信道,给出了接收信号频谱的解析推导。其次,提出了一种基于频域的盲多普勒鉴别器。第三,提出了一种基于卡尔曼滤波的多普勒跟踪算法。第四,提出了一种LEO卫星盲信标估计框架,并对其收敛特性进行了研究。仿真结果显示了Starlink LEO卫星发射5G正交分多址(OFDM)信号时的信标估计和多普勒跟踪是成功的。实验结果证明了该框架在OneWeb、Starlink、Orbcomm和Iridium NEXT等多星座LEO卫星上的有效性。尽管采用了不同的调制和多址传输方案,但所提出的框架能够以盲方式成功估计信标并跟踪8颗LEO卫星(2颗OneWeb, 4颗Starlink, 1颗Iridium NEXT和1颗Orbcomm)在大约560秒的时间内以hz级精度跟踪多普勒。产生的多普勒测量结果通过非线性最小二乘估计器进行融合,以使固定接收器的定位精度达到前所未有的水平。从3,600 km的初始估计开始,最终获得了三维(3-D)位置误差5.8 m和二维位置误差5.1 m。除了达到这种前所未有的精度之外,这些结果还代表了首次成功的机会性跟踪未知的OneWeb LEO信号并利用它们进行定位。
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