Quadratic constrained weighted least-squares method for TDOA source localization in the presence of clock synchronization bias: Analysis and solution

Abstract Time difference of arrival (TDOA) positioning is one of the widely used techniques for locating an emitter. Besides TDOA measurement errors, clock synchronization bias is an important factor that can degrade the localization accuracy. This paper focuses on TDOA localization using a set of receivers, where timing synchronization offsets exist among different receiver groups. A theoretical analysis is conducted and a new localization solution is developed for the case of imperfect time synchronization. The analysis starts with the Cramer–Rao bound (CRB) for the problem and derives the estimation bias and mean square error (MSE) using the classical quadratic constraint weighted least-squares (QCWLS) estimator, which does not consider synchronization errors. Additionally, an alternative performance measure, namely the localization success probability (SP), is introduced to evaluate the location accuracy. An explicit formula for calculating the localization success probability is presented. In addition, an improved quadratic constraint weighted least-squares estimator that accounts for synchronization errors is proposed to reduce the positioning errors. The Lagrange multiplier technique is used to solve this estimator. As a byproduct, a closed-form solution for the estimation of clock bias is also provided. First-order perturbation analysis reveals that the performance of the proposed estimates achieves the Cramer–Rao bound. Simulations corroborate the theoretical results and the good performance of the proposed method.

[1]  Thomas Kailath,et al.  Decentralized processing in sensor arrays , 1985, IEEE Trans. Acoust. Speech Signal Process..

[2]  La-or Kovavisaruch,et al.  Modified Taylor-series method for source and receiver localization using TDOA measurements with erroneous receiver positions , 2005, 2005 IEEE International Symposium on Circuits and Systems.

[3]  Jun Huang,et al.  TOA-based joint synchronization and source localization with random errors in sensor positions and sensor clock biases , 2015, Ad Hoc Networks.

[4]  Hui Xiong,et al.  Robust TDOA Localization Algorithm for Asynchronous Wireless Sensor Networks , 2015, Int. J. Distributed Sens. Networks.

[5]  Björn E. Ottersten,et al.  Weighted subspace fitting for general array error models , 1998, IEEE Trans. Signal Process..

[6]  R. Michael Buehrer,et al.  Cooperative Joint Synchronization and Localization in Wireless Sensor Networks , 2015, IEEE Transactions on Signal Processing.

[7]  Jong-Wha Chong,et al.  An Efficient TDOA-Based Localization Algorithm without Synchronization between Base Stations , 2015, Int. J. Distributed Sens. Networks.

[8]  Visa Koivunen,et al.  Cooperative joint synchronization and localization using time delay measurements , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[9]  J. Imhof Computing the distribution of quadratic forms in normal variables , 1961 .

[10]  Wing-Kin Ma,et al.  A Constrained Least Squares Approach to Mobile Positioning: Algorithms and Optimality , 2006, EURASIP J. Adv. Signal Process..

[11]  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.

[12]  Xiaoping Wu,et al.  A joint time synchronization and localization method without known clock parameters , 2017, Pervasive Mob. Comput..

[13]  Ying Wu,et al.  The structured total least squares algorithm research for passive location based on angle information , 2009, Science in China Series F: Information Sciences.

[14]  K. C. Ho,et al.  A simple and efficient estimator for hyperbolic location , 1994, IEEE Trans. Signal Process..

[15]  Björn E. Ottersten,et al.  Sensor array processing based on subspace fitting , 1991, IEEE Trans. Signal Process..

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

[17]  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..

[18]  K. C. Ho,et al.  TDOA Source Localization in the Presence of Synchronization Clock Bias and Sensor Position Errors , 2013, IEEE Transactions on Signal Processing.

[19]  Zan Li,et al.  Passive multiple disjoint sources localization using TDOAs and GROAs in the presence of sensor location uncertainties , 2012, 2012 IEEE International Conference on Communications (ICC).

[20]  Anthony J. Weiss,et al.  On the second-order statistics of the eigenvectors of sample covariance matrices , 1998, IEEE Trans. Signal Process..

[21]  S. Bjorlin,et al.  High output power 1540-nm vertical-cavity semiconductor optical amplifiers , 2004, 16th IPRM. 2004 International Conference on Indium Phosphide and Related Materials, 2004..

[22]  Frankie K. W. Chan,et al.  Best linear unbiased estimator approach for time-of-arrival based localisation , 2008 .

[23]  Gordon L. Stüber,et al.  Subscriber location in CDMA cellular networks , 1998 .

[24]  Le Yang,et al.  On the Joint Time Synchronization and Source Localization Using TOA Measurements , 2013, Int. J. Distributed Sens. Networks.

[25]  Zhiyuan Chen,et al.  TDOA localization algorithm with compensation of clock offset for wireless sensor networks , 2015 .

[26]  K. C. Ho,et al.  An accurate algebraic solution for moving source location using TDOA and FDOA measurements , 2004, IEEE Transactions on Signal Processing.

[27]  Wing-Kin Ma,et al.  Least squares algorithms for time-of-arrival-based mobile location , 2004, IEEE Transactions on Signal Processing.

[28]  Jun Huang,et al.  An efficient closed-form solution for joint synchronization and localization using TOA , 2013, Future Gener. Comput. Syst..

[29]  Gang Wang,et al.  Efficient Convex Relaxation Methods for Robust Target Localization by a Sensor Network Using Time Differences of Arrivals , 2009, IEEE Transactions on Signal Processing.

[30]  Huaping Liu,et al.  Semidefinite Programming for Tdoa Localization with Locally Synchronized Anchor Nodes , 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[31]  K. C. Ho,et al.  An Approximately Efficient TDOA Localization Algorithm in Closed-Form for Locating Multiple Disjoint Sources With Erroneous Sensor Positions , 2009, IEEE Transactions on Signal Processing.

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

[33]  Jianping An,et al.  Constrained Total Least-Squares Location Algorithm Using Time-Difference-of-Arrival Measurements , 2010, IEEE Transactions on Vehicular Technology.

[34]  Jiwen Lu,et al.  Total least squares and equilibration algorithm for range difference location , 2004 .

[35]  Hyuk Lim,et al.  TDoA localization for wireless networks with imperfect clock synchronization , 2014, The International Conference on Information Networking 2014 (ICOIN2014).

[36]  J. Mason,et al.  Algebraic two-satellite TOA/FOA position solution on an ellipsoidal Earth , 2004 .

[37]  Geert Leus,et al.  On a unified framework for linear nuisance parameters , 2017, EURASIP J. Adv. Signal Process..

[38]  Gaoming Huang,et al.  Comments on 'Constrained total least-squares localisation algorithm using time difference of arrival and frequency difference of arrival measurements with sensor location uncertainties' , 2012 .

[39]  K. C. Ho,et al.  Algebraic Solution for Joint Localization and Synchronization of Multiple Sensor Nodes in the Presence of Beacon Uncertainties , 2014, IEEE Transactions on Wireless Communications.

[40]  A. Lee Swindlehurst,et al.  A Bayesian approach to auto-calibration for parametric array signal processing , 1994, IEEE Trans. Signal Process..

[41]  Zheng Yang,et al.  High-Accuracy TDOA-Based Localization without Time Synchronization , 2013, IEEE Transactions on Parallel and Distributed Systems.

[42]  Wing-Kin Ma,et al.  Received signal strength based mobile positioning via constrained weighted least squares , 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..

[43]  Hing Cheung So,et al.  Constrained Location Algorithm Using TDOA Measurements , 2003, IEICE Trans. Fundam. Electron. Commun. Comput. Sci..

[44]  Jacob Benesty,et al.  Real-time passive source localization: a practical linear-correction least-squares approach , 2001, IEEE Trans. Speech Audio Process..

[45]  Erik G. Ström,et al.  TDOA Based Positioning in the Presence of Unknown Clock Skew , 2013, IEEE Transactions on Communications.

[46]  Zhiguo Ding,et al.  Joint synchronization and localization using TOAs: A linearization based WLS solution , 2010, IEEE Journal on Selected Areas in Communications.

[47]  Hazem Nounou,et al.  Joint Node Localization and Time-Varying Clock Synchronization in Wireless Sensor Networks , 2013, IEEE Trans. Wirel. Commun..

[48]  Ding Wang The geolocation performance analysis for the constrained Taylor-series iteration in the presence of satellite orbit perturbations , 2014 .

[49]  K. C. Ho,et al.  An Accurate Algebraic Closed-Form Solution for Energy-Based Source Localization , 2007, IEEE Transactions on Audio, Speech, and Language Processing.

[50]  Ridha Hamza,et al.  An analysis of weighted eigenspace methods in the presence of sensor errors , 1995, IEEE Trans. Signal Process..

[51]  Kutluyil Dogançay,et al.  Bearings-only target localization using total least squares , 2005, Signal Process..

[52]  Zhi Ding,et al.  Source Localization in Wireless Sensor Networks From Signal Time-of-Arrival Measurements , 2011, IEEE Transactions on Signal Processing.

[53]  Huaping Liu,et al.  Joint Synchronization and Localization in Wireless Sensor Networks Using Semidefinite Programming , 2018, IEEE Internet of Things Journal.

[54]  Yik-Chung Wu,et al.  Joint Time Synchronization and Localization of an Unknown Node in Wireless Sensor Networks , 2010, IEEE Transactions on Signal Processing.

[55]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[56]  K. C. Ho,et al.  A quadratic constraint solution method for TDOA and FDOA localization , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[57]  K. C. Ho,et al.  Passive Source Localization Using Time Differences of Arrival and Gain Ratios of Arrival , 2008, IEEE Transactions on Signal Processing.