Improved Animal Tracking Algorithms Using Distributed Kalman-based Filters

Konferenz: European Wireless 2011 - Sustainable Wireless Technologies
27.04.2011 - 29.04.2011 in Vienna, Austria

Tagungsband: European Wireless 2011

Seiten: 8Sprache: EnglischTyp: PDF

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Autoren:
Dopico, Nelson I.; Bejar, Benjamin; Macua, Sergio Valcarcel; Belanovic, Pavle; Zazo, Santiago (ETSI de Telecomunicacion, Universidad Politecnica de Madrid (UPM), Ciudad Universitaria, 28040 Madrid, Spain)

Inhalt:
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.