Title :
Non-binary joint network-channel decoding of correlated sensor data in wireless sensor networks
Author :
Guha, Arindra ; Psota, Eric T. ; Pérez, Lance C.
Author_Institution :
Dept. of Electr. Eng., Univ. of Nebraska, Lincoln, NE, USA
Abstract :
The performance of non-binary joint network-channel decoding (NB-JNCD) is examined in wireless sensor networks with correlated sensors. The operating assumption is that systems containing multiple sensors in close proximity obtain correlated measurements. It is shown that, when the correlation model between sensors is known at the sink, the addition of a correlation-based decoder within the decoding framework greatly improves the error rate performance. Simulation results also indicate that the proposed correlation-based decoder is comparable to source coding across the correlated sensors in terms of error rate, while eliminating the need for costly sensor-to-sensor communication.
Keywords :
channel coding; correlation methods; decoding; error statistics; network coding; source coding; wireless sensor networks; NB-JNCD; close proximity; correlated measurements; correlated sensor data; correlated sensors; correlation model; correlation-based decoder; decoding framework; error rate performance; multiple sensors; nonbinary joint network-channel decoding; operating assumption; sensor-to-sensor communication; source coding; wireless sensor networks; Belief propagation; Correlation; Decoding; Iterative decoding; Joints; Network coding;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2011 IEEE
Conference_Location :
Cancun, Quintana Roo
Print_ISBN :
978-1-61284-255-4
DOI :
10.1109/WCNC.2011.5779264