Title :
Dynamic estimation of the sound-speed field in Mediterranean coastal waters
Author :
Carrière, Olivier ; Hermand, Jean-Pierre
Author_Institution :
Environ. Hydroacoustics Lab., Univ. libre de Bruxelles, Brussels
Abstract :
The acoustic monitoring of space- and time-dependent structures in coastal waters constitutes a complex inverse problem which is attractive to physical oceanography. In this work the use of a nonlinear Kalman filtering scheme is investigated for tracking the evolution of the sound-speed field in a vertical section of a shallow water environment, taking into account the bottom acoustic properties. In support of the MREA/BP´07 experiment southeast of Elba, Italy, prediction results from the NCOM oceanic model provide realistic scenarios to test the tracking algorithm. Constraints in the form of range- distributed observations such as the sea surface temperature (SST) are added in an attempt to obtain uniqueness of the solu tion. This paper shows that the formulation of the range-resolving inverse problem in a state-space model allows implementing a Kalman-based processor that effectively track the time variations of the 2-D sound-speed field. Furthermore, the estimations are enhanced by using an unscented Kalman filter (UKF) in place of the standard extended Kalman filter (EKF).
Keywords :
Kalman filters; ocean temperature; oceanographic regions; underwater sound; 2D sound-speed field; EKF; Elba; Italy; Kalman-based processor; MREA-BP´07 experiment; Mediterranean coastal waters; NCOM oceanic model; SST; UKF; bottom acoustic properties; extended Kalman filter; inverse problem; nonlinear Kalman filtering scheme; physical oceanography; sea surface temperature; shallow water environment; time variations; tracking algorithm; unscented Kalman filter; Acoustic testing; Filtering; Inverse problems; Kalman filters; Monitoring; Nonlinear acoustics; Ocean temperature; Predictive models; Sea measurements; Water; coastal acoustic tomography; empirical orthogonal functions; unscented Kalman filter;
Conference_Titel :
OCEANS 2008 - MTS/IEEE Kobe Techno-Ocean
Conference_Location :
Kobe
Print_ISBN :
978-1-4244-2125-1
Electronic_ISBN :
978-1-4244-2126-8
DOI :
10.1109/OCEANSKOBE.2008.4531017