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Hierarchical model identification method for unmanned surface vehicle
Received date: 2019-03-20
Online published: 2020-12-29
With the developments in science, technology, and military, unmanned surface vehicles (USVs) with unique roles have been rapidly developed in recent years. Considering the large interference of the sea environment, large time delay, and limited computing capability of the onboard computer, it is challenging to obtain an accurate control mode for the USV. As an industry robot, rapid identification of the control model is important for the research, development, and engineering. To address this issue, this paper proposes a hierarchical mode identification method for the USV, with a rudder steering model and heading control model at different speeds. The validity of the model is verified by a simulation and experiment. This method is simple and fast and can be quickly applied to the control system of the USV.
YUAN Xiaoyu, HUANG Chengyi, PENG Yan, QU Dong, LIU Dongke . Hierarchical model identification method for unmanned surface vehicle[J]. Journal of Shanghai University, 2020 , 26(6) : 896 -908 . DOI: 10.12066/j.issn.1007-2861.2248
| [1] | Liu Z, Zhang Y, Yu X, et al. Unmanned surface vehicles: an overview of developments and challenges[J]. Annual Reviews in Control, 2016,41:71-93. |
| [2] | Naeem W, Xu T, Sutton R, et al. The design of a navigation, guidance, and control system for an unmanned surface vehicle for environmental monitoring[J]. Proceedings of the Institution of Mechanical Engineers, Part M: Journal of Engineering for the Maritime Environment, 2008,222(2):67-79. |
| [3] | Murphy R R, Steimle E, Griffin C, et al. Cooperative use of unmanned sea surface and micro aerial vehicles at Hurricane Wilma[J]. Journal of Field Robotics, 2008,25(3):164-180. |
| [4] | Caccia M, Bibuli M, Bono R, et al. Unmanned surface vehicle for coastal and protected waters applications: the Charlie project[J]. Marine Technology Society Journal, 2007,41(2):62-71. |
| [5] | Svec P, Gupta S K. Automated synjournal of action selection policies for unmanned vehicles operating in adverse environments[J]. Autonomous Robots, 2012,32(2):149-164. |
| [6] | Aguiar A P, Almeida J, Bayat M, et al. Cooperative control of multiple marine vehicles theoretical challenges and practical issues[J]. IFAC Proceedings Volumes, 2009,42(18):412-417. |
| [7] | Fossen T I. Handbook of marine craft hydrodynamics and motion control[M]. New York: John Wiley & Sons, 2011. |
| [8] | 陈霄, 刘忠, 姜晓政, 等. 无人艇非线性K-T模型参数辨识算法[J]. 电光与控制, 2018, 25(8):28-31; 77. |
| [9] | 江立军, 慕东东, 范云生, 等. 无人水面艇模型辨识及其航向非线性控制的研究[J]. 计算机测量与控制, 2016, 24(7):133-136; 161. |
| [10] | 崔健, 杨松林. 无人复合三体船模Z形操纵运动初步研究[J]. 上海船舶运输科学研究所学报, 2014, 37(1):1-8; 13. |
| [11] | Nomoto K, Taguchi K, Honda K, et al. On the steering qualities of ships[J]. Journal of Zosen Kiokai, 1956(99):75-82. |
| [12] | Norrbin N H. Theory and observations on the use of a mathematical model for ship manoeuvring in deep and confined waters [R]. Swedish State Shipbuilding Experimental Tank G?teborg, 1971. |
| [13] | Velasco F J, Herrero E R, López E, et al. Identification for a heading autopilot of an autonomous in-scale fast ferry[J]. IEEE Journal of Oceanic Engineering, 2013,38(2):263-274. |
| [14] | Sonnenburg C R, Woolsey C A. Modeling, identification, and control of an unmanned surface vehicle[J]. Journal of Field Robotics, 2013,30(3):371-398. |
| [15] | Sharma S, Sutton R. Modelling the yaw dynamics of an uninhabited surface vehicle for navigation and control systems design[J]. Journal of Marine Engineering and Technology, 2012,11(3):9-20. |
| [16] | Moreira L, Guedes S C. Dynamic model of manoeuvrability using recursive neural networks[J]. Ocean Engineering, 2003,30(13):1669-1697. |
| [17] | 盛振邦, 刘应中. 船舶原理[M]. 上海: 上海交通大学出版社, 2003. |
| [18] | 俞强, 魏子凡, 杨松林, 等. 基于CFD不同AUV艇体阻力性能研究[J]. 船海工程, 2014(2):177-181. |
| [19] | 范伟同. 基于CFD的高速滑行艇水动力性能研究[D]. 大连: 大连海事大学, 2015. |
| [20] | Arash G, Nader M, Roland T, et al. A bayesian approach for LPV model identification and its application to complex processes[C]// IEEE Transactions on Control Systems Technology. 2017. DOI: 10.1109/TCST.2016.2642159. |
| [21] | 单晨晨, 温明明, 冯强强. 无人水面艇在岛礁测绘中的应用[J]. 科技创新导报, 201916(11):121-125 127. |
| [22] | 狄伟. 无人智能测量艇系统设计与关键技术研究[J]. 中国海事, 2019(7):52-57. |
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