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Distributed state estimation using a network of asynchronous processing nodes

Abstract

We consider the problem of distributed state estimation of continuous-time stochastic processes using a~network of processing nodes. Each node performs measurement and estimation using the Kalman filtering technique, communicates its results to other nodes in the network, and utilizes similar results from the other nodes in its own computations. We assume that the connection graph of the network is not complete, i.e. not all nodes are directly connected, and that the nodes work asynchronously, i.e. they perform measurement and estimation in time moments independent of each other. We evaluate the impact of the way of propagation of information from most precise nodes over the network on the overall performance of distributed estimation.

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Details

Category:
Monographic publication
Type:
rozdział, artykuł w książce - dziele zbiorowym /podręczniku w języku o zasięgu międzynarodowym
Published in:
Advances in Intelligent Systems and Computing no. AISC 230, pages 453 - 462,
ISSN: 2194-5357
Title of issue:
Intelligent Systems in Technical and Medical Diagnostics strony 453 - 462
Language:
English
Publication year:
2014
Bibliographic description:
Kowalczuk Z., Domżalski M.: Distributed state estimation using a network of asynchronous processing nodes// Intelligent Systems in Technical and Medical Diagnostics/ : , 2014, s.453-462
DOI:
Digital Object Identifier (open in new tab) 10.1007/978-3-642-39881-0_38
Verified by:
Gdańsk University of Technology

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