Source and channel coding for homogeneous sensor networks with partial cooperation
Document Type
Article
Publication Date
3-1-2009
Abstract
A sensor networks in which two nodes communicate a remote measurement to an access point is investigated (CEO problem). The focus is on assessing the performance advantages of cooperative encoding strategies as enabled by out-of-band and finite-capacity communication links between the sensors. The analysis assumes Gaussian source and observation noises, a quadratic (MSE) distortion metric and homogeneous sensors. With rate-constrained links between each sensor and the access point, an achievable rate-distortion trade-off is derived that reduces to known rate-distortion characterizations in the cases without and with perfect cooperation. This result is then extended to a Gaussian multiple access channel scenario by deriving achievable distortions with separate or joint source-channel coding. It is concluded that, for both scenarios, even modest values of the capacity of the inter-sensor links enable the optimal performance with full sensor cooperation to be approached. © 2006 IEEE.
Identifier
62949090572 (Scopus)
Publication Title
IEEE Transactions on Wireless Communications
External Full Text Location
https://doi.org/10.1109/TWC.2009.080189
ISSN
15361276
First Page
1113
Last Page
1117
Issue
3
Volume
8
Recommended Citation
Simeone, O., "Source and channel coding for homogeneous sensor networks with partial cooperation" (2009). Faculty Publications. 12138.
https://digitalcommons.njit.edu/fac_pubs/12138
