Accurate Semidefinite Relaxation Method for 3-D Rigid Body Localization Using AOA

This paper addresses the rigid body localization problem using angle-of-arrival measurements. We formulate the problem as a constrained weighted least squares (CWLS) minimization problem with the rotation matrix and position vector as variables, which is a challenging non-convex problem. To approximately solve this problem, we first relax it as a convex semidefinite program (SDP), and then tighten the relaxed problem by adding some reasonable second-order cone constraints. Simulations show that the tightened SDP problem is able to reach the performance of the original CWLS problem, making its solution achieve the Cramer-Rao lower bound accuracy, when the noise level is not too high.

[1]  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.

[2]  Joshua D. Reiss,et al.  Self-Localization of Ad-Hoc Arrays Using Time Difference of Arrivals , 2016, IEEE Transactions on Signal Processing.

[3]  Anthony Man-Cho So,et al.  Robust Convex Approximation Methods for TDOA-Based Localization Under NLOS Conditions , 2016, IEEE Transactions on Signal Processing.

[4]  K. C. Ho Bias Reduction for an Explicit Solution of Source Localization Using TDOA , 2012, IEEE Transactions on Signal Processing.

[5]  Le Yang,et al.  DoA-Based Rigid Body Localization Adopting Single Base Station , 2019, IEEE Communications Letters.

[6]  Erik G. Larsson,et al.  Direct Localization for Massive MIMO , 2016, IEEE Transactions on Signal Processing.

[7]  An Liu,et al.  Successive Localization and Beamforming in 5G mmWave MIMO Communication Systems , 2019, IEEE Transactions on Signal Processing.

[8]  Yu-Ping Tian,et al.  Distributed Network Localization: Accurate Estimation With Noisy Measurement and Communication Information , 2018, IEEE Transactions on Signal Processing.

[9]  Wei Wang,et al.  RSS Distribution-Based Passive Localization and Its Application in Sensor Networks , 2016, IEEE Transactions on Wireless Communications.

[10]  Gang Wang,et al.  Second-Order Cone Relaxation for TOA-Based Source Localization With Unknown Start Transmission Time , 2014, IEEE Transactions on Vehicular Technology.

[11]  K. C. Ho,et al.  Accurate Localization of a Rigid Body Using Multiple Sensors and Landmarks , 2015, IEEE Transactions on Signal Processing.

[12]  Junfeng Wu,et al.  To Hide Private Position Information in Localization Using Time Difference of Arrival , 2018, IEEE Transactions on Signal Processing.

[13]  Patrick A. Naylor,et al.  Optimized Self-Localization for SLAM in Dynamic Scenes Using Probability Hypothesis Density Filters , 2018, IEEE Transactions on Signal Processing.

[14]  Jian Jiang,et al.  Sensor Network-Based Rigid Body Localization via Semi-Definite Relaxation Using Arrival Time and Doppler Measurements , 2019, IEEE Transactions on Wireless Communications.

[15]  Jacob Benesty,et al.  A Two-Stage Approach to Estimate the Angles of Arrival and the Angular Spreads of Locally Scattered Sources , 2008, IEEE Transactions on Signal Processing.

[16]  Guangming Shi,et al.  Convex Combination Based Target Localization with Noisy Angle of Arrival Measurements , 2014, IEEE Wireless Communications Letters.

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

[18]  Lihua Xie,et al.  Iterative Constrained Weighted Least Squares Source Localization Using TDOA and FDOA Measurements , 2017, IEEE Transactions on Signal Processing.

[19]  Kim-Chuan Toh,et al.  Solving semidefinite-quadratic-linear programs using SDPT3 , 2003, Math. Program..

[20]  Sundeep Prabhakar Chepuri,et al.  Rigid Body Localization Using Sensor Networks , 2014, IEEE Transactions on Signal Processing.

[21]  Hongyang Chen,et al.  An Importance Sampling Method for TDOA-Based Source Localization , 2011, IEEE Transactions on Wireless Communications.

[22]  Moshe Hamaoui,et al.  Non-Iterative MDS Method for Collaborative Network Localization With Sparse Range and Pointing Measurements , 2019, IEEE Transactions on Signal Processing.

[23]  Ngoc Hung Nguyen,et al.  Optimal Geometry Analysis for Multistatic TOA Localization , 2016, IEEE Transactions on Signal Processing.

[24]  Jian Jiang,et al.  Accurate Rigid Body Localization via Semidefinite Relaxation Using Range Measurements , 2018, IEEE Signal Processing Letters.

[25]  K. C. Ho,et al.  An Asymptotically Efficient Estimator in Closed-Form for 3-D AOA Localization Using a Sensor Network , 2015, IEEE Transactions on Wireless Communications.

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

[27]  Zhi Ding,et al.  Multiple Source Localization in Wireless Sensor Networks Based on Time of Arrival Measurement , 2014, IEEE Transactions on Signal Processing.

[28]  R. Michael Buehrer,et al.  Toward a Tractable Analysis of Localization Fundamentals in Cellular Networks , 2015, IEEE Transactions on Wireless Communications.

[29]  Rajesh M. Hegde,et al.  Near-Field Acoustic Source Localization and Beamforming in Spherical Harmonics Domain , 2016, IEEE Transactions on Signal Processing.

[30]  Geert Leus,et al.  Robust Differential Received Signal Strength-Based Localization , 2017, IEEE Transactions on Signal Processing.