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Lossy network correlated data gathering with high-resolution coding

Cristescu, Răzvan and Beferull-Lozano, Baltasar (2006) Lossy network correlated data gathering with high-resolution coding. IEEE Transactions on Information Theory, 52 (6). pp. 2817-2824. ISSN 0018-9448. https://resolver.caltech.edu/CaltechAUTHORS:CRIieeetit06

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Abstract

Sensor networks measuring correlated data are considered, where the task is to gather data from the network nodes to a sink. A specific scenario is addressed, where data at nodes are lossy coded with high-resolution, and the information measured by the nodes has to be reconstructed at the sink within both certain total and individual distortion bounds. The first problem considered is to find the optimal transmission structure and the rate-distortion allocations at the various spatially located nodes, such as to minimize the total power consumption cost of the network, by assuming fixed nodes positions. The optimal transmission structure is the shortest path tree and the problems of rate and distortion allocation separate in the high-resolution case, namely, first the distortion allocation is found as a function of the transmission structure, and second, for a given distortion allocation, the rate allocation is computed. The second problem addressed is the case when the node positions can be chosen, by finding the optimal node placement for two different targets of interest, namely total power minimization and network lifetime maximization. Finally, a node placement solution that provides a tradeoff between the two metrics is proposed.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1109/TIT.2006.874536DOIUNSPECIFIED
Additional Information:© Copyright 2006 IEEE. Reprinted with permission. Manuscript received March 12, 2005; revised February 8, 2006. [Posted online: 2006-06-05] The material in this correspondence was presented in part at IPSN 2005, Los Angeles, CA, April 2005. Communicated by R. W. Yeung, Guest Editor. The authors wish to thank M. Vetterli for useful discussions.
Subject Keywords:Energy efficiency, high-resolution rate-distortion, sensor networks, shortest path tree
Issue or Number:6
Record Number:CaltechAUTHORS:CRIieeetit06
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:CRIieeetit06
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:5306
Collection:CaltechAUTHORS
Deposited By: Archive Administrator
Deposited On:09 Oct 2006
Last Modified:02 Oct 2019 23:21

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