Title :
Source Localization on Two-Dimensional Grid
Author :
Liu, Kui ; Cheng, Yang ; Li, Pan ; Singh, Tarunraj
Author_Institution :
Mississippi State Univ., Starkville, MS, USA
Abstract :
A computationally efficient algorithm is presented for locating multiple sources on a two-dimensional grid. The total number of the sources as well as their intensities and locations on the two-dimensional grid are assumed unknown and the intensities of the sources are not necessarily identical. The distribution of the source intensity on the grid, which contains all the information about the sources, is obtained by solving a convex optimization problem. With the source distribution interpreted as a two-dimensional gray-level image, the sources are determined as the centroids of the objects in the image. Given the number of sources and the source locations, the source intensities are estimated by solving a linear least-squares problem.
Keywords :
image processing; least mean squares methods; optimisation; convex optimization problem; linear least-squares problem; source intensity; source localization; two-dimensional gray-level image; two-dimensional grid; Convex functions; Mathematical model; Noise; Noise measurement; Optimization; Position measurement; Vectors;
Conference_Titel :
Global Telecommunications Conference (GLOBECOM 2011), 2011 IEEE
Conference_Location :
Houston, TX, USA
Print_ISBN :
978-1-4244-9266-4
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2011.6134384