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author:

Zheng, H. (Zheng, H..) [1] | Xiao, S. (Xiao, S..) [2] | Wang, X. (Wang, X..) [3] | Tian, X. (Tian, X..) [4]

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Scopus

Abstract:

Compressive sensing (CS) provides a new paradigm for efficient data gathering in wireless sensor networks (WSNs). The theory of CS allows to reconstruct all sensor data of the network, while only collecting a small number of measurements at a sink. In this paper, we consider a scenario where a sink collects spatially correlated sensor data from n sensor nodes randomly deployed in a region. We investigate the fundamental limitation of data gathering with CS in such a scenario, in terms of capacity and delay. We construct a scheduling and routing scheme based on CS for data gathering in WSNs. We show that the proposed scheme can achieve a per-node transport capacity of Θ(1/log n) under physical interference model. Furthermore, we also study the delay performance of the proposed scheme and show that the delay for collecting a snapshot with CS is Θ(√n log n). In particular, our results demonstrate that the proposed scheme can achieve a capacity gain of Θ(n/log n) over the case without CS and the delay can also be reduced by a factor of Θ(√n/log n). © 2011 IEEE.

Keyword:

Community:

  • [ 1 ] [Zheng, H.]State Key Laboratory of Advanced Optical Communication Systems and Networks, Shanghai Jiao Tong University, China
  • [ 2 ] [Zheng, H.]College of Physics and Information Engineering, Fuzhou University, China
  • [ 3 ] [Xiao, S.]State Key Laboratory of Advanced Optical Communication Systems and Networks, Shanghai Jiao Tong University, China
  • [ 4 ] [Wang, X.]Dept. of Electronic Engineering, Shanghai Jiao Tong University, China
  • [ 5 ] [Tian, X.]Dept. of Electronic Engineering, Shanghai Jiao Tong University, China

Reprint 's Address:

  • [Zheng, H.]State Key Laboratory of Advanced Optical Communication Systems and Networks, Shanghai Jiao Tong UniversityChina

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Source :

GLOBECOM - IEEE Global Telecommunications Conference

Year: 2011

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 10

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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