Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements

Sensors (Basel). 2018 Mar 22;18(4):937. doi: 10.3390/s18040937.

Abstract

A constrained least-squares (CLS) 3D source localization method is presented for acoustic sensor networks with sensor position errors. The proposed approach uses angles of arrivals (AOAs) and gain ratios of arrival (GROAs) measured simultaneously at each node to estimate the source position jointly. Compared to AOA-only localization methods, the GROAs can be used in conjunction with AOA measurements so as to get more accurate results by exploiting the geometrical relationship between these two measurements. Compared to time difference of arrival localization methods, the proposed algorithm does not require accurate time synchronization over different nodes. The theoretical mean-square error matrices of the proposed approach are derived and they are exactly equal to the Cramér-Rao bound for Gaussian noise under the small error condition. Simulations validate the performance of the proposed estimator.

Keywords: angle of arrival; gain ratio of arrival; sensor position uncertainty; source localization; wireless sensor networks.