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Unscented kalman filltering for autonomous underwater navigation

Authors: ALLOTTA, BENEDETTO; Caiti, Andrea; Costanzi, Riccardo; FANELLI, FRANCESCO; Fenucci, Davide; MELI, ENRICO; RIDOLFI, ALESSANDRO;

Unscented kalman filltering for autonomous underwater navigation

Abstract

The availability of a high-performance navigation state estimator is fundamental to Autonomous Underwater Vehicles (AUVs), especially when multiple vehicles are involved in autonomous tasks. The underwater environment further complicates the estimation process, reducing the number of available sensors. In this paper, a navigation filter based on the Unscented Kalman Filter (UKF) and rely- ing on AUV onboard sensors is proposed. The performance of the presented solution is evaluated exploiting experimental data acquired by the two Typhoon AUVs, developed and built by the Department of Industrial Engineering (DIEF) of the University of Flo- rence within the THESAURUS Tuscany Region Project for exploration and surveillance of underwater archaeological sites, during the International workshop Breaking the Sur- face 2014 (BtS 2014) held in Biograd na Moru (Croatia) in October 2014. An offline comparison between the estimates given by the proposed filter and those computed by a standard navigation algorithm (based on the Extended Kalman Filter, EKF) is presented. The demonstration performed at BtS 2014 constitutes a preliminary test of cooperative navigation between the two AUVs. The obtained results show that the UKF offers promis- ing accuracy improvements with respect to the EKF; in addition, the computational load required is affordable by the typical AUV hardware. According to the achieved results, the proposed algorithm will be implemented on the Typhoon AUVs and tested online.

Countries
Spain, Italy
Keywords

Finite element method, Marine engineering, Autonomous Underwater Vehicles, Marine Robotics, Underwater Navigation, Navigation Systems, Unscented Kalman Filter, Àrees temàtiques de la UPC::Matemàtiques i estadística::Anàlisi numèrica::Mètodes en elements finits, Autonomous Underwater Vehicles; Marine Robotics; Underwater Navigation; Navigation Systems; Unscented Kalman Filter, :Matemàtiques i estadística::Anàlisi numèrica::Mètodes en elements finits [Àrees temàtiques de la UPC]

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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