Identification of hydrodynamic coefficients in ship maneuvering equations of motion by Estimation-Before-Modeling technique |
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Authors: | Hyeon Kyu Yoon Key Pyo Rhee |
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Affiliation: | Department of Naval Architecture and Ocean Engineering, Seoul National University, Shilim-dong, Kwanak-gu, Seoul 151-742, South Korea |
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Abstract: | Estimation-Before-Modeling (EBM) technique (or the two-step method) is a system identification method that estimates parameters in a dynamic model. Given sea trial data, the extended Kalman filter and modified Bryson–Frazier smoother can be used to estimate motion variables, hydrodynamic force, and the speed and the direction of current. And using these estimated data, we can use the ridge regression method to estimate the hydrodynamic coefficients in a model. An identifiable state space model is constructed in case that current effect is included and the maneuvering characteristics of a ship are analyzed by correlation analysis. To better identify hydrodynamic coefficients, we suggest the sub-optimal input scenario that considers the D-optimal criterion. Finally, the algorithm is confirmed against real sea trial data of 113K tanker. |
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Keywords: | Hydrodynamic coefficient Estimation-Before-Modeling technique Sea trial Input scenario |
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