Title :
Generalized targets detection and counting in dense wireless sensors networks
Author :
Zakia Jellali;Leila Najjar Atallah;Sofiane Cherif
Author_Institution :
COSIM Research Lab., Higher School of Communications of Tunis (SUP´COM), University of Carthage, Tunisia
Abstract :
This paper applies the Compressed Sensing (CS) the targets detection in small scale dense Wireless Sensors Networks (WSN). The monitored area is partitioned into cells, each equipped by one sensor. The CS application aims to locate targets from a reduced subset of sensors measurements. A generalized version of a recently proposed Greedy Matching Pursuit algorithm (GMP), designed for point events joint detection and counting, is derived, which is denoted by gGMP. This generalization enables the identification of several active cells at each iteration. Also, an optimized deterministic sensors subset selection scheme, based on the maximum energy is envisaged and shown to outperform the random choice scheme.
Keywords :
"Sensors","Wireless sensor networks","Monitoring","Matching pursuit algorithms","Signal processing algorithms","Object detection","Energy measurement"
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2015 23rd European
Electronic_ISBN :
2076-1465
DOI :
10.1109/EUSIPCO.2015.7362571