Distributed Methods for Convex Optimisation : Application to Cooperative Wireless Sensor Networks. Dissertationsschrift

Language: English

Published by Epubli, 2015

373757202X / 9783737572026

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Druck auf Anfrage Neuware - Printed after ordering - A main issue in wireless sensor networks is the efficient exploitation of the individual energy resources of the sensor nodes, which communicate with each other by means of energy-demanding wireless transmissions. To this end, it is essential to regulate and optimise the traffic of information cooperatively conveyed by the sensors across the networks. The central theme of the study is the problem of distributed allocation of information flows (routing) in wireless sensor networks. We are concerned, in particular, with a class of problems falling into the convex optimisation framework. Focus is set on a family of iterative optimisation algorithms based on distributed implementations of the gradient projection method-an accepted optimisation technique known for its simplicity in principle and realisation. An accurate exploration of the global and asymptotic convergence properties is carried out for several variants of the method, with emphasis on the sequential or random implementations, for which synchronism between the sensors is not required. In a later part of the report, we address the optimisation of wireless sensor networks with time-varying properties, and consider this new problem within the stochastic optimisation framework. Our efforts are directed toward questioning the convergence, in time-varying environments, of some accepted optimisation methods for invariant networks, and more particularly of the distributed gradient projection algorithms studied in the earlier part of the report.…

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Title
Distributed Methods for Convex Optimisation : Application to Cooperative Wireless Sensor Networks. Dissertationsschrift
Author
Olivier Bilenne
Publisher
Epubli
Publication year
2015
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
373757202X
ISBN 13
9783737572026
Item weight
311 grams
Dimensions
210x148x13 mm

AHA-BUCH GmbH

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