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Entropy rate of time-varying wireless networks

Abstract:
In this paper, we present a detailed framework to analyze the evolution of the random topology of a time-varying wireless network via the information theoretic notion of entropy rate. We consider a propagation channel varying over time with random node positions in a closed space and Rayleigh fading affecting the connections between nodes. The existence of an edge between two nodes at given locations is modeled by a Markov chain, enabling memory effects in network dynamics. We then derive a lower and an upper bound on the entropy rate of the spatiotemporal network. The entropy rate measures the shortest per-step description of the stationary stochastic process defining the state of the wireless system and depends both on the maximum Doppler shift and the path loss exponent. It characterizes the topological uncertainty of the wireless network and quantifies how quickly the underlying topology is varying with time.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1109/GLOCOM.2018.8647817

Authors


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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Oxford college:
Oriel College
Role:
Author
ORCID:
0000-0002-1172-2936
More by this author
Institution:
University of Oxford
Division:
MPLS Division
Department:
Engineering Science
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS Division
Department:
Engineering Science
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS Division
Department:
Engineering Science
Role:
Author


Publisher:
Institute of Electrical and Electronics Engineers
Host title:
2018 IEEE Global Communications Conference (GLOBECOM)
Journal:
IEEE Globecom 2018 CT More from this journal
Publication date:
2019-02-21
Acceptance date:
2018-07-15
DOI:
EISSN:
2576-6813
ISSN:
1930-529X
ISBN:
9781538647271


Keywords:
Pubs id:
pubs:909045
UUID:
uuid:51bff088-67e6-4bbf-b3bf-fa417a76ea47
Local pid:
pubs:909045
Source identifiers:
909045
Deposit date:
2018-08-20

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