Performance analysis of scalar diffusion strategy over distributed network
Date
2014
Advisor
Instructor
Source Title
Proceedings of the 22nd Signal Processing and Communications Applications Conference, IEEE 2014
Print ISSN
Electronic ISSN
Publisher
IEEE
Volume
Issue
Pages
1567 - 1570
Language
Turkish
Type
Conference Paper
Journal Title
Journal ISSN
Volume Title
Abstract
In this paper, we present a complete performance analysis of the scalar diffusion strategies over distributed networks. Scalar diffusion strategies are based on the diffusion implementation and adaptive extraction of the information from the diffusion data which is compressed into a scalar. This strategy require significantly less communication load while achieving similar performance with the full information exchange configuration. Here, we provide the transient and steady-state analysis of the scalar diffusion strategies for Gaussian regressors. Finally, in the numerical examples, we demonstrate that the theoretical results match with the simulation results.
Course
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Book Title
Keywords
Compressive diffusion, Signal processing, Communication load, Diffusion data, Distributed networks, Full informations, Gaussians, Performance analysis, Scalar diffusion, Steady-state analysis, Diffusion