Title :
GAS decentralized navigation filters in a continuous-discrete fixed topology framework
Author :
Viegas, Diana ; Batista, Pedro ; Oliveira, P. ; Silvestre, Carlos
Author_Institution :
Inst. for Syst. & Robot., Inst. Super. Tecnico, Lisbon, Portugal
Abstract :
This paper addresses the problem of state estimation in formations of autonomous vehicles. The approach considered here consists in the implementation of a local state observer in each vehicle relying only on locally available measurements and data communicated by neighboring agents, resulting in a decentralized state observer which features lower computational and communication loads than comparable centralized solutions. A method for computing observer gains which yield globally asymptotically stable error dynamics is presented for fixed topology formations, as well as an iterative algorithm for improving the decentralized estimator´s performance when the measurements are corrupted by noise. The proposed framework is particularized to the practical case of a formation of Autonomous Underwater Vehicles (AUVs), and a continuous-discrete formulation is achieved for the local state observers, to take into account the difference in sampling rates between on-board instrumentation and positioning systems. To assess the performance of the solution, simulation results are presented and discussed for different formation topologies.
Keywords :
autonomous underwater vehicles; continuous systems; discrete systems; iterative methods; multivariable systems; observers; AUVs; GAS decentralized navigation filter; autonomous underwater vehicles; autonomous vehicle; continuous-discrete fixed topology framework; continuous-discrete formulation; decentralized estimator; decentralized state observer; error dynamics; fixed topology formations; iterative algorithm; local state observers; neighboring agents; observer gains; on-board instrumentation; positioning systems; sampling rates; state estimation; Estimation error; Noise measurement; Observers; Position measurement; Topology; Vehicle dynamics; Vehicles;
Conference_Titel :
Control & Automation (MED), 2013 21st Mediterranean Conference on
Conference_Location :
Chania
Print_ISBN :
978-1-4799-0995-7
DOI :
10.1109/MED.2013.6608885