IEEE Sensors Journal · 2023 · 21 citations · 25 references
EngineeringMathematicsLocalizationOptimizationWireless CommunicationsAcoustic LocalizationChannel EstimationConvex OptimizationDigital Signal ProcessingMaximum Likelihood EstimationUnderwater LocalizationFixed-point IterationMaximum Likelihood EstimatorRadio LocalizationReceived Signal Strength LocalizationSemidefinite ProgrammingSource LocalizationTime-difference-of-arrival LocalizationWeighted Least Squares
In this article, a constrained weighted least-squares (CWLS) problem with two quadratic constraints for hybrid angle of arrival (AOA), time difference of arrival (TDOA), and received signal strength (RSS) localization is formulated. The Lagrange multiplier method cannot be efficiently used in this situation, so we provide four methods to solve the CWLS problem: 1) weighted least-squares (WLS); 2) iterative CWLS (ICWLS); 3) Lagrange multiplier method combined with Newton’s method (LMM+NM); and 4) semidefinite programming (SDP). Furthermore, to obtain a good balance between accuracy and computational burden, we develop a fixed point iteration (FPI)-based algorithm that is derived from an approximate maximum likelihood estimator (MLE). Simulation results show that the accuracy of the proposed FPI method is better than the other four methods; besides, its computational burden is one in ten of the SDP algorithm.
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Semidefinite Relaxation of Quadratic Optimization Problems
Zhi‐Quan Luo, Wing‐Kin Ma, Anthony Man–Cho So et al. · IEEE Signal Processing Magazine · 2010 · 3.6K citations
A simple and efficient estimator for hyperbolic location
Y.T. Chan, K. C. Ho · IEEE Transactions on Signal Processing · 1994 · 2.5K citations
Engineering, Radiology, Antennas +12