DocumentCode
3529425
Title
On-line of modeling ship manoeuvring motion by using least squares support vector machines
Author
Wang, Yan ; Meng, Hao ; Liu, Zhi-lin ; Yu, Rui-ting
Author_Institution
Coll. of Autom., Harbin Eng. Univ., Harbin, China
Volume
Part 3
fYear
2011
fDate
3-5 Sept. 2011
Firstpage
1712
Lastpage
1716
Abstract
System identification combined with free-running model tests or full-scale trials is a kind of effective methods to determine the hydrodynamic derivatives in the mathematical models of ship manoeuvring motion. On-line support vector machines is proposed to identify ship manoeuvring motion model and ship motion first-order response model based on free-running model tests and full-scale trials, respectively. Established real-time online ship manoeuvring motion model can more accurately depict ship attitudes in time and have better robustness. The simulation results demonstrate the validity of the proposed identification algorithm.
Keywords
hydrodynamics; least squares approximations; ships; support vector machines; vehicle dynamics; free running model tests; hydrodynamic derivatives; least squares support vector machines; ship attitudes; ship manoeuvring motion modeling; ship motion first order response model; system identification; Computational modeling; Educational institutions; Hydrodynamics; Marine vehicles; Mathematical model; Support vector machines; Training; Mathematical model; on-line; parameter identification; ship manoeuverability; support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Engineering and Engineering Management (IE&EM), 2011 IEEE 18Th International Conference on
Conference_Location
Changchun
Print_ISBN
978-1-61284-446-6
Type
conf
DOI
10.1109/ICIEEM.2011.6035492
Filename
6035492
Link To Document