期刊文献+

基于支持向量机的约束船模斜拖试验分析 被引量:2

Analysis of Captive Model Oblique Towing Test by Using Least Squares Support Vector Machines
下载PDF
导出
摘要 应用支持向量机对KVLCC2约束船模斜拖试验结果进行了分析,通过对有限样本数据的拟合,辨识了描述船体横向力和转首力矩的数学模型中的水动力导数。应用所获得的回归模型,对不同工况下的测试样本进行预报,预报结果和试验结果的比较验证了方法的有效性,可以用于指导约束船模试验。 Support Vector Machines is used to analyze the results of captive model oblique towing test of KVLCC2.By regressive analysis of the limited samples,hydrodynamic derivatives in the mathematical models of hull force and moment are identified.By using the regressive models,hull forces and moments under different test conditions are predicted.The validity of the proposed method is verified by comparing the prediction results with the test results.The proposed method can be helpful in conducting captive model tests.
出处 《中国造船》 EI CSCD 北大核心 2010年第2期10-14,共5页 Shipbuilding of China
基金 国家863计划课题(2007AA11Z250) 国家自然科学基金项目(50779033)
关键词 船舶、舰船工程 系统辨识 支持向量机 船舶操纵性 约束模试验 水动力导数 ship engineering system identification Support Vector Machines ship manoeuvrability captive model test hydrodynamic derivatives
  • 相关文献

参考文献6

  • 1邹早建.船舶操纵性研究进展[C]//中国造船工程学会第六届船舶力学学术委员会全体会议论文集.镇江:中国造船工程学会,2006.
  • 2SUNG Y J, LEE T I, YUM D J, et al. An analysis of the PMM tests using a system identification method [C]. IMDC 2000, 7th International Marine Design Conference, Kyongju, Korea, 2000.
  • 3VAPNIK V N. Universal learning technology: Support Vector Machines [J]. NEC Journal of Advanced Technology, 2005, 2(2):137-144.
  • 4SUYKENS J A K, VANDEWALLE J. Least squares support vector machines classifiers [J]. Neural Processing Letters, 1999, 9:293-300.
  • 5KIJIMA K, NAKIRI Y. On the practical prediction method for ship manoeuvring characteristics [C]. MARSIM'03, Intemational Conference on Marine Simulation and Ship Manoeuvrability, Kanazawa, Japan, August 2003.
  • 6KUME K, HASEGAWA J, TSUKADA Y, et al. Measurements of hydrodynamic forces, surface pressure and wake for oblique towed KVLCC2M model and uncertainty analysis [C]. CFD Workshop Tokyo 2005, Tokyo, Japan, 2005.

共引文献4

同被引文献7

引证文献2

二级引证文献3

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部