Knowledge Commons of Institute of Automation,CAS
CPG Parameter Search for a Biomimetic Robotic Fish Based on Particle Swarm Optimization | |
Wu Zhengxing; Yu Junzhi; Tan Min | |
2013 | |
会议名称 | IEEE International Conference on Robotics and Biomimetics (IEEE ROBIO) |
会议录名称 | 2012 IEEE International Conference on Robotics and Biomimetics, ROBIO 2012 |
会议日期 | 2012.12 |
会议地点 | Guangzhou, China |
摘要 | This paper addresses the parameter search issue of a Central Pattern Generator (CPG) governed fishlike swimming. Since the CPG parametersinvolving amplitudes, frequencies, and phase lags are closely related to the propulsive performance, an idea optimizing the CPG characteristic parameters for the maximum propulsive speed is formed and implemented. Specifically, a dynamic model of robotic fish swimming using Kane's method is developed to guide the primary parameter search. A particle swarmoptimization (PSO) algorithm is further employed to optimize the CPGparameters for an enhanced performance. Numerical simulations and roboticexperiments superior to previously published results are finally given, validating the effectiveness of the PSO-based search scheme. |
关键词 | Search Problems Biomimetics Hydrodynamics Marine Propulsion Mobile Robots Particle Swarm Optimisation Robot Dynamics |
收录类别 | EI |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/4951 |
专题 | 复杂系统认知与决策实验室_先进机器人 |
通讯作者 | Wu Zhengxing |
推荐引用方式 GB/T 7714 | Wu Zhengxing,Yu Junzhi,Tan Min. CPG Parameter Search for a Biomimetic Robotic Fish Based on Particle Swarm Optimization[C],2013. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
robio12-93.pdf(1226KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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