Effect of Sampling Rate in Sea Trial Tests on the Estimation of Hydrodynamic Parameters for a Nonlinear Ship Manoeuvring Model

Author:

Xu Haitong1ORCID,Pires da Silva P.12ORCID,Guedes Soares C.1ORCID

Affiliation:

1. Centre for Marine Technology and Ocean Engineering (CENTEC), Instituto Superior Técnico, Universidade de Lisboa, 1049-001 Lisbon, Portugal

2. Portuguese Navy Research Center (CINAV), Portuguese Naval Academy, 2810-001 Almada, Portugal

Abstract

This paper explores the impact of sampling rates during sea trials on the estimation of hydrodynamic parameters in a nonlinear manoeuvring model. Sea trials were carried out using an offshore patrol vessel and test data were collected. A nonlinear manoeuvring model is introduced to characterise the ship’s manoeuvring motion, and the truncated least squares support vector machine is employed to estimate nondimensional hydrodynamic coefficients and their corresponding uncertainties using the 25°–25° zigzag test. To assess the influence of the sampling rates, the training set is resampled offline with 14 sampling rates, ranging from 0.2 Hz to 5 Hz, encompassing a rate 10 times the highest frequency component of the signal of interest. The results show that the higher sampling rate can significantly diminish the parameter uncertainty. To obtain a robust estimation of linear and nonlinear hydrodynamic coefficients, the sampling rate should be higher than 10 times the highest frequency component of the signal of interest, and 3–5 Hz is recommended for the case in this paper. The validation is also carried out, which indicates that the proposed truncated least square support vector machine can provide a robust parameter estimation.

Funder

Portuguese Foundation for Science and Technology

FCT

Publisher

MDPI AG

Reference52 articles.

1. Pires da Silva, P., Sutulo, S., and Guedes Soares, C. (2023). Sensitivity Analysis of Ship Manoeuvring Mathematical Models. J. Mar. Sci. Eng., 11.

2. Measurement of Hydrodynamic Characteristics from Ship Maneuvering Trials by System Identification;Abkowitz;SNAME Trans.,1980

3. Hwang, W. (1980). Application of System Identification to Ship Maneuvering. [Ph.D. Thesis, Massachusetts Institute of Technology].

4. Yoshimura, Y. (1986). Mathematical Model for the Manoeuvring Ship Motion in Shallow Water. J. Kansai Soc. Nav. Archit.

5. Fossen, T.I. (2011). Handbook of Marine Craft Hydrodynamics and Motion Control, John Wiley & Sons, Ltd.

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