Title :
Underwater vehicle near real time state estimation
Author :
Yiming Chen ; Dongfang Zheng ; Miller, Paul A. ; Farrell, Jay A.
Author_Institution :
Dept. of Electr. Eng., Univ. of California, Riverside, Riverside, CA, USA
Abstract :
Acoustic time-of-flight positioning schemes are widely implemented for aiding underwater inertial navigation systems. The ping-response protocol and asynchronous nature of the returns of long-baseline (LBL) systems do not satisfy the standard assumptions necessary for Extended Kalman Filter (EKF) solutions. This paper presents a Near-Real-Time (NRT) framework for LBL aided inertial navigation. The solution proposed herein implements an optimal Bayesian state estimator over the time-frame of each LBL transponding cycle. This Maximum-A-Posteriori (MAP) solution considers all navigation sensor information collected during each LBL cycle and is computed at the conclusion of the LBL cycle. The solution between LBL cycles is computed by standard extended Kalman filter (EKF) methods for all other measurements (e.g., Doppler velocity log (DVL), pressure or compass) that satisfy the EKF assumptions. The article includes simulation results to illustrate the performance of this Near-Real-Time approach.
Keywords :
Bayes methods; Kalman filters; autonomous underwater vehicles; inertial navigation; real-time systems; state estimation; EKF methods; EKF solution; LBL aided inertial navigation; LBL cycle; LBL systems; LBL transponding cycle; MAP solution; NRT framework; acoustic time-of-flight positioning schemes; asynchronous nature; extended Kalman filter solution; long-baseline system; maximum-a-posteriori solution; navigation sensor information; near-real-time framework; optimal Bayesian state estimator; ping-response protocol; real time state estimation; standard extended Kalman filter method; underwater inertial navigation systems; underwater vehicle; Compass; Estimation; Real-time systems; Standards; Time measurement; Trajectory; Transceivers;
Conference_Titel :
Control Applications (CCA), 2013 IEEE International Conference on
Conference_Location :
Hyderabad
DOI :
10.1109/CCA.2013.6662806