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
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;
Conference_Titel :
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4673-2065-8
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2012.6425912