Doppler-aided positioning in GNSS receivers - A performance analysis

The main objective of Global Navigation Satellite Systems (GNSS) is to precisely locate a receiver based on the reception of radio-frequency waveforms broadcasted by a set of satellites. Given delayed and Doppler shifted replicas of the known transmitted signals, the most widespread approach consists in a two-step algorithm. First, the delays and Doppler shifts from each satellite are estimated independently, and sub- sequently the user position and velocity are computed as the solution to a Weighted Least Squares (WLS) problem. This second step conventionally uses only delay measurements to determine the user position, although Doppler is also informative. The goal of this paper is to provide simple and meaningful ex- pressions of the positioning precision. These expressions are analysed with respect to the standard WLS algorithms, exploiting the Doppler information or not. We can then evaluate the performance improve- ment brought by a joint frequency and delay positioning procedure. Numerical simulations assess that using Doppler information is indeed effective when considering long observation times, and particularly useful in challenging scenarios such as urban canyons (constrained satellite visibility) or near indoor sit- uations (weak signal conditions which need long integration times), thus providing new insights for the design of robust and high-sensitivity receivers.

[1]  Elliott D. Kaplan Understanding GPS : principles and applications , 1996 .

[2]  Damien Kubrak,et al.  DINGPOS, a GNSS-based multi-sensor demonstrator for indoor navigation: Preliminary results , 2010, IEEE/ION Position, Location and Navigation Symposium.

[3]  Raul Onrubia Ibáñez,et al.  Precision Bounds in GNSS-R Ocean Altimetry , 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[4]  Daniel Medina,et al.  Cramér-Rao bound for a mixture of real- and integer-valued parameter vectors and its application to the linear regression model , 2021, Signal Process..

[5]  Gonzalo Seco-Granados,et al.  Challenges in Indoor Global Navigation Satellite Systems: Unveiling its core features in signal processing , 2012, IEEE Signal Processing Magazine.

[6]  S. Bancroft An Algebraic Solution of the GPS Equations , 1985, IEEE Transactions on Aerospace and Electronic Systems.

[7]  Mark G. Petovello,et al.  Use of High Sensitivity GNSS Receiver Doppler Measurements for Indoor Pedestrian Dead Reckoning , 2013, Sensors.

[8]  T. Söderström,et al.  On reparametrization of loss functions used in estimation and the invariance principle , 1989 .

[9]  Chris Rizos,et al.  Uncovering common misconceptions in GNSS Precise Point Positioning and its future prospect , 2016, GPS Solutions.

[10]  Aleksandar Dogandzic,et al.  Cramer-Rao bounds for estimating range, velocity, and direction with an active array , 2001, IEEE Trans. Signal Process..

[11]  Pau Closas,et al.  Direct Position Estimation of GNSS Receivers: Analyzing main results, architectures, enhancements, and challenges , 2017, IEEE Signal Processing Magazine.

[12]  Anthony J. Weiss,et al.  Direct Geolocation of Wideband Emitters Based on Delay and Doppler , 2011, IEEE Transactions on Signal Processing.

[13]  Brian M. Sadler,et al.  Source localization with distributed sensor arrays and partial spatial coherence , 2004, IEEE Transactions on Signal Processing.

[14]  Anthony J. Weiss,et al.  Localization of Narrowband Radio Emitters Based on Doppler Frequency Shifts , 2008, IEEE Transactions on Signal Processing.

[15]  Michael J. Roan,et al.  Performance Bounds for Multisource Parameter Estimation Using a Multiarray Network , 2007, IEEE Transactions on Signal Processing.

[16]  Rick S. Blum,et al.  On the Impact of Unknown Signals on Delay, Doppler, Amplitude, and Phase Parameter Estimation , 2019, IEEE Transactions on Signal Processing.

[17]  Pau Closas,et al.  Ieee Transactions on Signal Processing Cramér-rao Bound Analysis of Positioning Approaches in Gnss Receivers , 2022 .

[18]  N. Othieno,et al.  Combined Doppler and time free positioning technique for low dynamics receivers , 2012, Proceedings of the 2012 IEEE/ION Position, Location and Navigation Symposium.

[19]  J. Chaffee,et al.  GDOP and the Cramer-Rao bound , 1994, Proceedings of 1994 IEEE Position, Location and Navigation Symposium - PLANS'94.

[20]  Anthony J. Weiss,et al.  Direct Position Determination of Multiple Radio Signals , 2005, EURASIP J. Adv. Signal Process..