Self-Calibration direct position determination using a single moving array with sensor gain and phase errors

Abstract The problem of direct position determination (DPD) using a single moving array in the presence of deterministic sensor gain and phase errors is considered. To eliminate the localization bias caused by these errors, an eigenstructure based self-calibrating DPD method is first introduced, in which the sensor gain and phase errors and the emitter positions are jointly estimated by an iterative process. Considering the performance deterioration of eigenstructure methods when the signal to noise ratio or the number of samples is not sufficiently large, a maximum likelihood (ML) based two-step self-calibration approach for DPD is subsequently proposed. The sensor gain errors are provided using the diagonal of the covariance matrix of the array output by a closed form solution at the first step. Then, the phase errors and the emitter positions are jointly estimated by an iterative scheme based on ML, in which the phase errors are also determined by a closed form solution in each iteration. Besides, detailed analyses and discussions about the differences between the introduced eigenstructure based and the proposed ML based self-calibration DPD methods are also provided. At last, numerical simulations are involved to examine their performance.

[1]  Sumit Roy,et al.  Joint DOA estimation and phase calibration of linear equispaced (LES) arrays , 1994, IEEE Trans. Signal Process..

[2]  Yunlong Wang,et al.  Performance analysis and improvement of direct position determination based on Doppler frequency shifts in presence of model errors: case of known waveforms , 2019, Multidimens. Syst. Signal Process..

[3]  S. Z. Kang,et al.  Passive location and tracking using DOA and TOA measurements of single nonmaneuvering observer , 1988, Proceedings of the IEEE 1988 National Aerospace and Electronics Conference.

[4]  Guisheng Liao,et al.  An eigenvector based method for estimating DOA and sensor gain-phase errors , 2018, Digit. Signal Process..

[5]  Hagit Messer,et al.  Order statistics approach for determining the number of sources using an array of sensors , 1999, IEEE Signal Processing Letters.

[6]  Don Torrieri,et al.  Statistical Theory of Passive Location Systems , 1984, IEEE Transactions on Aerospace and Electronic Systems.

[7]  Zhongfu Ye,et al.  A Hadamard Product Based Method for DOA Estimation and Gain-Phase Error Calibration , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[8]  B. Friedlander,et al.  Eigenstructure methods for direction finding with sensor gain and phase uncertainties , 1990 .

[9]  M. H. Er,et al.  Theoretical analyses of gain and phase error calibration with optimal implementation for linear equispaced array , 2006, IEEE Transactions on Signal Processing.

[10]  Ulrich Nickel,et al.  Direct detection and position determination of multiple sources with intermittent emission , 2010, Signal Process..

[11]  Min Zhang,et al.  Direct Position Determination of Coherent Pulse Trains Based on Doppler and Doppler Rate , 2018, Electronics.

[12]  La-or Kovavisaruch,et al.  Source Localization Using TDOA and FDOA Measurements in the Presence of Receiver Location Errors: Analysis and Solution , 2007, IEEE Transactions on Signal Processing.

[13]  Eric K. L. Hung,et al.  A critical study of a self-calibrating direction-finding method for arrays , 1994, IEEE Trans. Signal Process..

[14]  G. Z. Wu,et al.  High-resolution direct position determination based on eigenspace using a single moving ULA , 2019, Signal Image Video Process..

[15]  Xiaodong Li,et al.  Niching Without Niching Parameters: Particle Swarm Optimization Using a Ring Topology , 2010, IEEE Transactions on Evolutionary Computation.

[16]  A.J. Weiss,et al.  Analysis of Direct Position Determination Approach in the Presence of Model Errors , 2005, IEEE/SP 13th Workshop on Statistical Signal Processing, 2005.

[17]  Anthony J. Weiss,et al.  Direct position determination of cyclostationary signals , 2009, Signal Process..

[18]  Anthony J. Weiss,et al.  Direct position determination of narrowband radio frequency transmitters , 2004, IEEE Signal Processing Letters.

[19]  Anthony J. Weiss,et al.  Maximum-Likelihood Direct Position Estimation in Dense Multipath , 2013, IEEE Transactions on Vehicular Technology.

[20]  Anthony J. Weiss,et al.  Expectation-maximization algorithm for direct position determination , 2017, Signal Process..

[21]  Torsten Söderström,et al.  Effects of multipath-induced angular spread on directions of arrival estimators in array signal processing , 1995 .

[22]  Ilan Ziskind,et al.  Maximum likelihood localization of multiple sources by alternating projection , 1988, IEEE Trans. Acoust. Speech Signal Process..

[23]  Anthony J. Weiss,et al.  Direct position determination (DPD) of multiple known and unknown radio-frequency signals , 2004, 2004 12th European Signal Processing Conference.

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

[25]  K. C. Ho,et al.  On the Use of a Calibration Emitter for Source Localization in the Presence of Sensor Position Uncertainty , 2008, IEEE Transactions on Signal Processing.

[26]  Björn E. Ottersten,et al.  The effects of local scattering on direction of arrival estimation with MUSIC , 1999, IEEE Trans. Signal Process..

[27]  Tao Tang,et al.  Robust direct position determination methods in the presence of array model errors , 2018, EURASIP J. Adv. Signal Process..

[28]  Qun Wan,et al.  A Simple and Accurate TDOA-AOA Localization Method Using Two Stations , 2016, IEEE Signal Processing Letters.

[29]  Tao Tang,et al.  Single-step localization using multiple moving arrays in the presence of observer location errors , 2018, Signal Process..

[30]  Nanning Zheng,et al.  Simple and Efficient Nonparametric Method for Estimating the Number of Signals Without Eigendecomposition , 2007, IEEE Transactions on Signal Processing.

[31]  Prabhakar S. Naidu Distributed Sensor Arrays: Localization , 2017 .

[32]  M. Viberg,et al.  Two decades of array signal processing research: the parametric approach , 1996, IEEE Signal Process. Mag..

[33]  Anthony J. Weiss,et al.  Direct emitter geolocation under local scattering , 2015, Signal Process..

[34]  V. U. Reddy,et al.  Analysis of MUSIC algorithm with sensor gain and phase perturbations , 1991, Signal Process..

[35]  Ying Wu,et al.  Statistical performance analysis of direct position determination method based on doppler shifts in presence of model errors , 2017, Multidimens. Syst. Signal Process..

[36]  R. O. Schmidt,et al.  Multiple emitter location and signal Parameter estimation , 1986 .

[37]  M. Rahnema,et al.  Overview of the GSM system and protocol architecture , 1993, IEEE Communications Magazine.

[38]  杨林,et al.  PASSIVE LOCATION AND ACCURACY ANALYSIS USING TDOA INFORMATION OF MULTI-STATIONS , 1998 .

[39]  G. Carter Coherence and time delay estimation , 1987, Proceedings of the IEEE.

[40]  Thomas Kailath,et al.  Direction of arrival estimation by eigenstructure methods with unknown sensor gain and phase , 1985, ICASSP '85. IEEE International Conference on Acoustics, Speech, and Signal Processing.

[41]  Guisheng Liao,et al.  An Eigenstructure Method for Estimating DOA and Sensor Gain-Phase Errors , 2011, IEEE Transactions on Signal Processing.

[42]  Anthony J. Weiss,et al.  Direct positioning of stationary targets using MIMO radar , 2011, Signal Process..

[43]  Kah-Chye Tan,et al.  Efficient method for estimating directions-of-arrival of partially polarized signals with electromagnetic vector sensors , 1997, IEEE Trans. Signal Process..

[44]  K. C. Ho,et al.  Geolocation of a known altitude object from TDOA and FDOA measurements , 1997, IEEE Transactions on Aerospace and Electronic Systems.

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

[46]  Naichang Yuan,et al.  DOA estimation of LFM signals based on STFT and multiple invariance ESPRIT , 2017 .

[47]  Nan Hu,et al.  DOA estimation based on fourth-order cumulants in the presence of sensor gain-phase errors , 2013, Signal Process..

[48]  B. Friedlander,et al.  Eigenstructure methods for direction finding with sensor gain and phase uncertainties , 1988, ICASSP-88., International Conference on Acoustics, Speech, and Signal Processing.

[49]  Robert J. Ulman,et al.  Wideband TDOA/FDOA processing using summation of short-time CAF's , 1999, IEEE Trans. Signal Process..