A Novel Design Methodology of CPG Model for a Salamander-Like Robot

被引:6
作者
Liu, Yang [1 ,2 ]
Liu, Zhiang [1 ,2 ]
Fang, Yongchun [1 ,2 ]
Liu, Huawang [1 ,2 ]
Guo, Xian [1 ,2 ]
机构
[1] Nankai Univ, Inst Robot & Automat Informat Syst, Coll Artificial Intelligence, Tianjin 300350, Peoples R China
[2] Nankai Univ, Tianjin Key Lab Intelligent Robot, Tianjin 300350, Peoples R China
基金
中国国家自然科学基金;
关键词
Oscillators; Robots; Robot kinematics; Couplings; Legged locomotion; Regulation; Mathematical models; Biologically-inspired robots; motion control; neurorobotics; CENTRAL PATTERN GENERATORS; GAIT TRANSITION; MODULATION; WALKING; DRIVEN;
D O I
10.1109/LRA.2024.3399999
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this letter, we present a novel method for the design of central pattern generator (CPG) model, and then utilize it to control a salamander-like robot. The CPG network is composed of modified Hopf oscillators with a new coupling scheme that independently controls the waveform regulation and phase coordination process. To improve the accuracy of waveform regulation, corresponding coupling weight parameters are dynamically adjusted using an adaptive learning rule, and ultimately reach their critical value. Besides, the CPG network can achieve fast convergence by employing this critical value with an updating rule. Afterward, the designed model is utilized to develop a control strategy for the salamander-like robot, involving gait characterization and foot trajectory generation. The control strategy is capable of producing several terrestrial gaits with smooth transitions among them. Finally, numerical simulation and hardware experiments are performed to demonstrate the validity of the proposed method. Moreover, this method can be applied to a variety of biologically inspired robots, where asymmetric oscillation signals with phase coordination are necessary.
引用
收藏
页码:6115 / 6122
页数:8
相关论文
共 22 条
[1]  
Barasuol V, 2013, IEEE INT CONF ROBOT, P2554, DOI 10.1109/ICRA.2013.6630926
[2]   CPG-RL: Learning Central Pattern Generators for Quadruped Locomotion [J].
Bellegarda, Guillaume ;
Ijspeert, Auke .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2022, 7 (04) :12547-12554
[3]   TurboQuad: A Novel Leg-Wheel Transformable Robot With Smooth and Fast Behavioral Transitions [J].
Chen, Wei-Hsi ;
Lin, Hung-Sheng ;
Lin, Yun-Meng ;
Lin, Pei-Chun .
IEEE TRANSACTIONS ON ROBOTICS, 2017, 33 (05) :1025-1040
[4]   Smooth transition between different gaits of a hexapod robot via a central pattern generators algorithm [J].
Chen, Weihai ;
Ren, Guanjiao ;
Zhang, Jianbin ;
Wang, Jianhua .
JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2012, 67 (3-4) :255-270
[5]  
Christensen DJ, 2010, LECT NOTES ARTIF INT, V6226, P402, DOI 10.1007/978-3-642-15193-4_38
[6]   Salamandra Robotica II: An Amphibious Robot to Study Salamander-Like Swimming and Walking Gaits [J].
Crespi, Alessandro ;
Karakasiliotis, Konstantinos ;
Guignard, Andre ;
Ijspeert, Auke Jan .
IEEE TRANSACTIONS ON ROBOTICS, 2013, 29 (02) :308-320
[7]   Lateral Undulation of the Bendable Body of a Gecko-Inspired Robot for Energy-Efficient Inclined Surface Climbing [J].
Haomachai, Worasuchad ;
Shao, Donghao ;
Wang, Wei ;
Ji, Aihong ;
Dai, Zhendong ;
Manoonpong, Poramate .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2021, 6 (04) :7918-7925
[8]  
Horvat K., 2017, IEEE Robot. Automat. Lett., V2, P6
[9]  
Horvat T, 2017, IEEE INT C INT ROBOT, P3372, DOI 10.1109/IROS.2017.8206176
[10]   Parameter Synthesis of Coupled Nonlinear Oscillators for CPG-Based Robotic Locomotion [J].
Hu, Yonghui ;
Liang, Jianhong ;
Wang, Tianmiao .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (11) :6183-6191