吉林大学学报(工学版) ›› 2016, Vol. 46 ›› Issue (3): 897-903.doi: 10.13229/j.cnki.jdxbgxb201603033

• Orginal Article • Previous Articles     Next Articles

Parameter identification of ship's maneuvering motion based on improved least square method

QIN Yu-gang, MA Yong, ZHANG Liang, LI Teng-fei   

  1. College of Shipbuilding Engineering,Harbin Engineering University, Harbin 150001,China
  • Received:2014-10-27 Online:2016-06-20 Published:2016-06-20

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Abstract: In order to solve the problem of parameter identification of ship's maneuvering motion, a fast convergent iterative least square algorithm is presented, in which the nonlinear and non-stationary characteristics of the ship motion in time domain are taken into consideration. First, the first-order and second-order nonlinear response motion of the ship are estimated and discretized. Then, the parameters are identified using the proposed least square algorithm, which is improved by using iterative learning and introducing p-type learning rate. The convergence of the algorithm is also analyzed. Simulation experiments are conducted and results show that the speed and precision of parameter identification are improved using this algorithm. This demonstrates that the proposed algorithm is feasible and effective.

Key words: computer application, least square method, parameter identification, interactive learning, ship maneuvering, response model

CLC Number: 

  • U661
[1] International Maritime Organization(IMO). Standards for Ship Maneuverability[S].Resolution MSC,2002137 (76).
[2] 罗伟林,李铁山,邹早建. 船舶操纵运动建模中的参数可辨识性问题[J]. 大连海事大学学报, 2009,35(4):1-3.
Luo Wei-lin, Li Tie-shan, Zou Zao-jian. Parametric identifiability in modeling of ship maneuvering motion[J]. Journal of Dalian Maritime University, 2009, 35(4):1-3.
[3] 孙明轩, 毕宏博. 学习辨识: 最小二乘算法及其重复一致性[J]. 自动化学报,2012, 38(5):698-706.
Sun Ming-xuan, Bi Hong-bo. Learning identification: Least squares algorithms and their repetitive consistency[J]. Acta Automatica Sinica,2012, 38(5): 698-706.
[4] 孙明轩, 黄宝健. 迭代学习控制[M]. 北京: 国防工业出版社, 1999.
[5] 王金海, 丁 锋. CARMA模型离线最小二乘迭代辨识方法[J]. 科学技术与工程, 2007, 23 (7):5998-6002.
Wang Jin-hai, Ding Feng. Least-square-iterative identification algorithm for CARMA models[J]. Science Technology and Engineering, 2007, 23 (7):5998-6002.
[6] 袁建国,袁艳涛,刘飞龙.MEMS陀螺仪的一种新颖高精度标定算法研究[J].重庆邮电大学学报:自然科学版,2014,26(5):666-669.
Yuan Jian-guo,Yuan Yan-tao,Liu Fei-long.A novel high precision calibration algorithm for MEMS gyroscopes[J].Journal of Chongqing University of Posts and Telecommunications(Natural Science Edition),2014,26(5):666-669.
[7] Palumbo P, Piroddi L. Harmonic analysis of non- linear structures by means of generalized frequency response functions coupled with NARX models[J]. Mechanical Systems and Signal Processing, 2000, 14(2):243-265.
[8] 李必文. 线性广义系统的P型、PD型和PID型迭代学习控制[J]. 数学杂志, 2008, 28 (6): 667-672.
Li Bi-wen. Iteration learning control for linear singular Systems of P type, PD type and PID type[J]. Journal of Mathematics, 2008, 28 (6):667-672.
[9] Korenberg M J, Billings S A, Liu Y P, et al. Orthogonal parameter estimation algorithm for non-linear stochastic systems[J]. International Journal of Control, 1988, 48(1):193- 210.
[10] Billings S A, Korenberg M J, Chen S. Identification of non-linear output-affine systems using an orthogonal least square algorithm[J]. International Journal of Systems Science, 1988, 19:1339-1568.
[11] 吴秀恒, 刘祖源.船舶操纵性[M]. 北京: 国防工业出版社, 2005.
[12] 鲁铁定. 总体最小二乘的迭代解法[J]. 武汉大学学报:信息科学版, 2010, 35(11):1352-1353.
Lu Tie-ding. An iterative algorithm for total least squares estimation[J]. Geomatics and Information Science of Wuhan University, 2010, 35(11):1352-1353.
[13] 王徐华,柏鹏,李明阳,等.一种基于滑动最小二乘法的精确同步方法[J].重庆邮电大学学报:自然科学版,2013,25(5):599-604.
Wang Xu-hua,Bai Peng,Li Ming-yang,et al. A precise synchronization method based on slipping least square algorithm[J]. Journal of Chongqing University of Posts and Telecommunications(Natural Science Edition),2013,25(5):599-604.
[14] 王穗辉. 误差理论与测量平差[M]. 上海:同济大学出版社,2010.
[15] 张心光, 邹早建. 基于支持向量回归机的船舶操纵响应模型辨识[J]. 上海交通大学学报, 2011, 45(4):501-504.
Zhang Xin-guang, Zou Zao-jian. Identification of response models of ship maneuvering motion using support vector regression [J]. Journal of Shanghai Jiaotong University, 2011, 45(4):501-504.
[16] 董国祥, 陆惠生, 江希龄. 船舶操纵运动仿真及其理论研究[J]. 上海交通大学学报, 1996,30(10):159-164,170.
Dong Guo-xiang, Lu Hui-sheng, Jiang Xi-ling. Simulation of ship maneuverability and its theoretical research[J]. Journal of Shanghai Jiaotong University, 1996,30(10):159-164,170.
[17] 毕毅, 郭峰, 肖昌润, 等. 某特殊船型的操纵性模型实验研究[J]. 船舶工程, 2008, 30(2):9-12.
Bi Yi, Guo Feng, Xiao Chang-run, et al. Study on the model test of maneuverability of certain specific ship type[J]. Ship Engineering, 2008, 30 (2):9-12.
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