Motion modeling and neural networks based yaw control of a biomimetic robotic fish

被引:10
作者
Zhou, Chao [1 ]
Hou, Zeng-Guang [1 ]
Cao, Zhiqiang [1 ]
Wang, Shuo [1 ]
Tan, Min [1 ]
机构
[1] Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligence Sci, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
Biomimetic robotic fish; Motion modeling; Yaw control; PERFORMANCE;
D O I
10.1016/j.ins.2011.02.015
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper focuses on the modeling of undulation propulsion and a neural network (NN) yaw controller based on this model. First, because of the importance of the first link's oscillation in yaw control, a motion model of free swimming was built based on the Lagrangian function, and the coupled dynamic and kinematic functions were calculated based on the relation between the generalized force and the fluid force. Second, a neural network was trained through the data generated from this model to obtain a predictive yaw controller that could control the orientation by the different offsets of each link. Finally, simulations were conducted to demonstrate the performance of the controller. (c) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:39 / 48
页数:10
相关论文
共 22 条
  • [1] Controlling biomimetic underwater robots with electronic nervous systems
    Ayers, Joseph
    Rulkov, Nikolai
    [J]. BIO-MECHANISMS OF SWIMMING AND FLYING: FLUID DYNAMICS, BIOMIMETIC ROBOTS, AND SPORTS SCIENCE, 2008, : 295 - +
  • [2] Finding the differential characteristics of block ciphers with neural networks
    Bafghi, Abbas Ghaemi
    Safabakhsh, Reza
    Sadeghiyan, Babak
    [J]. INFORMATION SCIENCES, 2008, 178 (15) : 3118 - 3132
  • [3] Drag reduction in fish-like locomotion
    Barrett, DS
    Triantafyllou, MS
    Yue, DKP
    Grosenbaugh, MA
    Wolfgang, MJ
    [J]. JOURNAL OF FLUID MECHANICS, 1999, 392 : 183 - 212
  • [4] Macro-continuous computed torque algorithm for a three-dimensional eel-like robot
    Boyer, Frederic
    Porez, Mathieu
    Khalil, Wisama
    [J]. IEEE TRANSACTIONS ON ROBOTICS, 2006, 22 (04) : 763 - 775
  • [5] Domenfci P., 1997, J EXP BIOL, V200, P165
  • [6] Improving artificial neural networks' performance in seasonal time series forecasting
    Hamzacebi, Coskun
    [J]. INFORMATION SCIENCES, 2008, 178 (23) : 4550 - 4559
  • [7] pth moment stability analysis of stochastic recurrent neural networks with time-varying delays
    Huang, Chuangxla
    He, Yigang
    Huang, Lihong
    Zhu, Wenji
    [J]. INFORMATION SCIENCES, 2008, 178 (09) : 2194 - 2203
  • [8] Jindong Liu, 2004, 2004 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (IEEE Cat. No.04CH37566), P613
  • [9] Kato N, 2002, NEUROTECHNOLOGY FOR BIOMIMETIC ROBOTS, P325
  • [10] Control performance in the horizontal plane of a fish robot with mechanical pectoral fins
    Kato, N
    [J]. IEEE JOURNAL OF OCEANIC ENGINEERING, 2000, 25 (01) : 121 - 129