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 :
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