Application of the Kalman filter to iceberg motion forecating

The objective of this study is to develop an application of the Kalman filter for filtering and forecasting iceberg positions and velocities in order to calculate the risk of impact against a fixed structure or stationary vessel. Existing physical and probabilistic models are reviewed. Physical mod...

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Bibliographic Details
Main Author: Simon, Christophe
Language:English
Published: University of British Columbia 2010
Subjects:
Online Access:http://hdl.handle.net/2429/28723
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spelling ndltd-UBC-oai-circle.library.ubc.ca-2429-287232018-01-05T17:44:48Z Application of the Kalman filter to iceberg motion forecating Simon, Christophe Kalman filtering Icebergs -- Forecasting The objective of this study is to develop an application of the Kalman filter for filtering and forecasting iceberg positions and velocities in order to calculate the risk of impact against a fixed structure or stationary vessel. Existing physical and probabilistic models are reviewed. Physical models are essentially based on the response of the iceberg to the forces acting on it. Statistical models forecast the motion of the iceberg based on past observations of the trajectory. A probabilistic iceberg trajectory model is used in this study so that uncertainties in the trajectory forecast can be explicitly included. The technique of Kalman filtering is described and applied to forecast future positions and velocities of an ice feature, including uncertainties.The trajectory forecast combined with a risk calculation, yields the probability of impact and the probability distribution of the time until impact. Numerical simulations are provided to demonstrate and validate the procedure. Applied Science, Faculty of Mechanical Engineering, Department of Graduate 2010-09-27T22:52:15Z 2010-09-27T22:52:15Z 1990 Text Thesis/Dissertation http://hdl.handle.net/2429/28723 eng For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use. University of British Columbia
collection NDLTD
language English
sources NDLTD
topic Kalman filtering
Icebergs -- Forecasting
spellingShingle Kalman filtering
Icebergs -- Forecasting
Simon, Christophe
Application of the Kalman filter to iceberg motion forecating
description The objective of this study is to develop an application of the Kalman filter for filtering and forecasting iceberg positions and velocities in order to calculate the risk of impact against a fixed structure or stationary vessel. Existing physical and probabilistic models are reviewed. Physical models are essentially based on the response of the iceberg to the forces acting on it. Statistical models forecast the motion of the iceberg based on past observations of the trajectory. A probabilistic iceberg trajectory model is used in this study so that uncertainties in the trajectory forecast can be explicitly included. The technique of Kalman filtering is described and applied to forecast future positions and velocities of an ice feature, including uncertainties.The trajectory forecast combined with a risk calculation, yields the probability of impact and the probability distribution of the time until impact. Numerical simulations are provided to demonstrate and validate the procedure. === Applied Science, Faculty of === Mechanical Engineering, Department of === Graduate
author Simon, Christophe
author_facet Simon, Christophe
author_sort Simon, Christophe
title Application of the Kalman filter to iceberg motion forecating
title_short Application of the Kalman filter to iceberg motion forecating
title_full Application of the Kalman filter to iceberg motion forecating
title_fullStr Application of the Kalman filter to iceberg motion forecating
title_full_unstemmed Application of the Kalman filter to iceberg motion forecating
title_sort application of the kalman filter to iceberg motion forecating
publisher University of British Columbia
publishDate 2010
url http://hdl.handle.net/2429/28723
work_keys_str_mv AT simonchristophe applicationofthekalmanfiltertoicebergmotionforecating
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