IEEE Transactions on Speech and Audio Processing · 2001 · 468 citations · 24 references
EngineeringGeophysicsSpatial StatisticsUncertainty QuantificationWireless CommunicationsAcoustic LocalizationLocalization UncertaintyComputational Complexity Of AlgorithmsLeast Squares EstimationLocalization Error ModelingLocation EstimationMeasurement Noise ModelingObservation Error ModelingSource LocalizationSource Position Estimation
A linear-correction least-squares estimation procedure is proposed for the source localization problem under an additive measurement error model. The method, which can be easily implemented in a real-time system with moderate computational complexity, yields an efficient source location estimator without assuming a priori knowledge of noise distribution. Alternative existing estimators, including likelihood-based, spherical intersection, spherical interpolation, and quadratic-correction least-squares estimators, are reviewed and comparisons of their complexity, estimation consistency and efficiency against the Cramer-Rao lower bound are made. Numerical studies demonstrate that the proposed estimator performs better under many practical situations.
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