DocumentCode
3160988
Title
Distributed size estimation of dynamic anonymous networks
Author
Terelius, Hakan ; Varagnolo, Damiano ; Johansson, Karl H.
Author_Institution
ACCESS Linnaeus Centre, KTH R. Inst. of Technol., Stockholm, Sweden
fYear
2012
fDate
10-13 Dec. 2012
Firstpage
5221
Lastpage
5227
Abstract
We consider the problem of estimating the size of dynamic anonymous networks, motivated by network maintenance. The proposed algorithm is based on max-consensus information exchange protocols, and extends a previous algorithm for static anonymous networks. A regularization term is accounting for a-priori assumptions on the smoothness of the estimate, and we specifically consider quadratic regularization terms since they lead to closed-form solutions and intuitive design laws. We derive an explicit estimation scheme for a particular peer-to-peer service network, starting from its statistical model. To validate the accuracy of the algorithm, we perform numerical experiments and show how the algorithm can be implemented using finite precision arithmetics as well as small communication burdens.
Keywords
peer-to-peer computing; protocols; statistical analysis; closed-form solutions; distributed size estimation; dynamic anonymous networks; explicit estimation scheme; finite precision arithmetics; intuitive design laws; max-consensus information exchange protocols; network maintenance; peer-to-peer service network; quadratic regularization terms; static anonymous networks; statistical model; Algorithm design and analysis; Estimation; Heuristic algorithms; Numerical models; Peer to peer computing; Probabilistic logic; Protocols; anonymous networks; distributed estimation; dynamic networks; sensor networks; size estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location
Maui, HI
ISSN
0743-1546
Print_ISBN
978-1-4673-2065-8
Electronic_ISBN
0743-1546
Type
conf
DOI
10.1109/CDC.2012.6425912
Filename
6425912
Link To Document