Title :
Random access compressed sensing over fading and noisy communication channels
Author :
Fazel, Fatemeh ; Fazel, Maryam ; Stojanovic, Milica
Author_Institution :
Northeastern Univ., Boston, MA, USA
Abstract :
Random Access Compressed Sensing (RACS) is an efficient method for data telemetry from a network of distributed sensors deployed in a challenging field environment with limited resources. RACS relies on integrating sensing with the communication architecture, in order to achieve overall efficiency in terms of the energy per bit of information successfully delivered to the fusion center. Targeting realistic deployment conditions, we consider data gathering over a Ricean fading channel and in the presence of communication noise. We provide a framework for system design and study the energy and bandwidth requirements of the network. We then show that compared to a conventional TDMA network with ARQ, RACS achieves significant energy and bandwidth savings. For example, for a network of 4000 nodes, we observe 10 dB gain in the energy as well as a 2.5-fold reduction in the required bandwidth.
Keywords :
automatic repeat request; fading channels; telemetry; time division multiple access; ARQ; RACS; Ricean fading channel; TDMA network; automatic repeat request; communication noise; data telemetry; distributed sensors; fading channels; fusion center; gain 10 dB; noisy communication channels; random access compressed sensing; time division multiple access; Bandwidth; Compressed sensing; Encoding; Fading; Interference; Noise; Sensors;
Conference_Titel :
Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
Conference_Location :
Cambridge, MA
Print_ISBN :
978-1-4673-2580-6
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2012.6283548