Utilizing the Ensemble Kalman Filter and Ensemble Kalman Smoother for Combined State and Parameter Estimation of a Three-Dimensional Towed Underwater Cable Model

Author:

Vidar Grindheim Jan,Revhaug Inge1,Pedersen Egil2

Affiliation:

1. Faculty of Science and Technology (IMT),Norwegian University of Life Sciences (NMBU),P. O. 5003,Ås NO-1432, Norway

2. Department of Engineering Science and Safety,The Arctic University of Norway (UiT),Hansine Hansens veg 18,Tromsø NO-9037, Norway

Abstract

Abstract A finite difference method (FDM) solving the coupled partial differential equations governing three-dimensional (3D) motions of a towed underwater cable has been implemented in a combined ensemble Kalman filter (EnKF) and ensemble Kalman smoother (EnKS), as a new approach to combined state and parameter estimation for towed underwater cables. A simulation study of the method applied to a seismic streamer has been performed. Cable state variables as well as model parameters are estimated. Parameters estimated are crossline ocean current varying with time as well as cable tangential drag coefficient. The presented results indicate that the method is able to estimate state as well as parameters for seismic streamers.

Funder

Norges Forskningsråd

Publisher

ASME International

Subject

Mechanical Engineering,Ocean Engineering

Reference26 articles.

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4. Howell, C. T., 1991, “Numerical Analysis of 2-D Nonlinear Cable Equations With Applications to Low-Tension Problems,” First International Offshore and Polar Engineering Conference, Edinburgh, UK, Aug. 11–16, SPE Paper No. ISOPE-I-91-092https://www.onepetro.org/conference-paper/ISOPE-I-91-092.

5. Burgess, J. J., 1991, “Modelling of Undersea Cable Installation With a Finite Difference Method,” First International Offshore and Polar Engineering Conference, Edinburgh, UK, Aug. 11–16, SPE Paper No. ISOPE-I-91-095.https://www.onepetro.org/conference-paper/ISOPE-I-91-095

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1. Estimation of Subsea Line Structure Behavior Based on Sequential Data Assimilation with Distributed Sensing;Journal of Offshore Mechanics and Arctic Engineering;2023-02-06

2. Position Prediction of Marine Seismic Streamer Cables Using Various Kalman Filter Methods;Journal of Offshore Mechanics and Arctic Engineering;2019-04-26

3. Comparison of Two Models for Prediction of Seismic Streamer State Using the Ensemble Kalman Filter;Journal of Offshore Mechanics and Arctic Engineering;2018-06-13

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