Abstract

Distributed consensus in sensor networks has received great attention in the last few years. Most of the research activity has been devoted to study the sensor interactions that allow the convergence of distributed consensus algorithms toward a globally optimal decision. On the other hand, the problem of designing an appropriate radio interface enabling such interactions has received little attention in the literature. Motivated by the above consideration, in this work an ultrawideband sensor network is considered and a physical layer scheme is designed, which allows the active sensors to achieve consensus in a distributed manner without the need of any admission protocol. We focus on the class of the so-called quantized distributed consensus algorithms in which the local measurements or current states of each sensor belong to a finite set. Particular attention is devoted to address the practical implementation issues as well as to the development of a receiver architecture with the same performance of existing alternatives based on an all-digital implementation but with a much lower sampling frequency on the order of MHz instead of GHz.

Highlights

  • A sensor network denotes a collection of spatially distributed radio transceivers equipped with sensors that communicate through wireless links without the need of any fixed infrastructure

  • Particular attention has been given to the characterization of the conditions for achieving consensus while only few works deal with the problem of designing appropriate radio interfaces that allow to achieve consensus

  • The low transmit power facilitates the coexistence of ultra-wideband with impulse radio (UWB) devices with different types of wireless services while the short duration provides the system with high-time resolution, which improves ranging accuracy

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Summary

INTRODUCTION

A sensor network denotes a collection of spatially distributed radio transceivers equipped with sensors that communicate through wireless links without the need of any fixed infrastructure (see [1] – [2] and references therein). UWB systems provide the possibility to realize transceiver architectures in a low-energy consumption and integrated fashion as it is desirable in sensor networks in order to reduce the size and increase the battery life of the wireless devices All these features make the UWB technology appealing for the aforementioned applications and justify its adoption as a physical layer technique in the IEEE 802.15.4a standard [11]. A first attempt to design a radio interface for the practical implementation of a distributed consensus algorithm was originally presented by Aikawa et al in [12] for interbase station synchronization in microcellular systems and later extended to intervehicle communications by Sourour and Kagakawa in [13] Such a scheme makes use of a pulse-position modulation (PPM) technique to transmit the current state of each vehicle.

Problem statement
Barycenter-based estimation
Implementation issues
System parameters
Performance evaluation
RC-BIE
CONCLUSIONS AND DISCUSSIONS
RC-BIE BIE
Full Text
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