Improved Animal Tracking Algorithm using Distributed Kalman Filter-based Algortihms


Autoria(s): Dopico, Nelson Ivan; Béjar Haro, Benjamín; Valcarcel Macua, Sergio; Belanovic, Pavle; Zazo Bello, Santiago
Data(s)

2011

Resumo

Animal tracking has been addressed by different initiatives over the last two decades. Most of them rely on satellite connectivity on every single node and lack of energy-saving strategies. This paper presents several new contributions on the tracking of dynamic heterogeneous asynchronous networks (primary nodes with GPS and secondary nodes with a kinetic generator) motivated by the animal tracking paradigm with random transmissions. A simple approach based on connectivity and coverage intersection is compared with more sophisticated algorithms based on ad-hoc implementations of distributed Kalman-based filters that integrate measurement information using Consensus principles in order to provide enhanced accuracy. Several simulations varying the coverage range, the random behavior of the kinetic generator (modeled as a Poisson Process) and the periodic activation of GPS are included. In addition, this study is enhanced with HW developments and implementations on commercial off-the-shelf equipment which show the feasibility for performing these proposals on real hardware.

Formato

application/pdf

Identificador

http://oa.upm.es/13207/

Idioma(s)

eng

Publicador

E.T.S.I. Telecomunicación (UPM)

Relação

http://oa.upm.es/13207/1/INVE_MEM_2011_110372.pdf

http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5898066

info:eu-repo/semantics/altIdentifier/doi/null

Direitos

http://creativecommons.org/licenses/by-nc-nd/3.0/es/

info:eu-repo/semantics/openAccess

Fonte

Proceedings of 11th European Wireless Conference 2011 - Sustainable Wireless Technologies (European Wireless) | 11th European Wireless Conference 2011 - Sustainable Wireless Technologies (European Wireless) | 27/04/2011 - 29/04/2011 | Viena, Austria

Palavras-Chave #Telecomunicaciones #Matemáticas
Tipo

info:eu-repo/semantics/conferenceObject

Ponencia en Congreso o Jornada

PeerReviewed