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A Performance Optimization Strategy Based on Improved NSGA-II for a Flexible Robotic Fish
Lu, Ben1,2; Wang, Jian1; Liao, Xiaocun1,2; Zou, Qianqian1,2; Tan, Min1; Zhou, Chao1
2023
会议名称IEEE International Conference on Robotics and Automation
会议日期2023.5.29
会议地点英国伦敦
摘要

The high speed and low energy cost are two conflicting objectives in the motion optimization of bio-inspired underwater robots, but playing a very important role. To this end, this paper proposes an optimization strategy for swimming speed and power cost using an improved NSGAII for a flexible robotic fish. A dynamic model involving flexible deformation is established for speed prediction with the hydrodynamic parameters identified. A back propagation (BP) neural network is applied to perform compensation of power cost prediction with the dynamic model’s prediction as input. In particular, an NSGA-II-AMS method is developed to improve the efficiency of solving the two-objective optimization problem based on NSGA-II. Finally, extensive simulations and experimental results demonstrate the effectiveness of the proposed optimization strategy, which offers promising prospects for the flexible robotic fish performing aquatic tasks with different performance constraints.

收录类别EI
语种英语
七大方向——子方向分类智能机器人
国重实验室规划方向分类水下仿生机器人
是否有论文关联数据集需要存交
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/56516
专题复杂系统认知与决策实验室_水下机器人
通讯作者Zhou, Chao
作者单位1.Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China
2.School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Lu, Ben,Wang, Jian,Liao, Xiaocun,et al. A Performance Optimization Strategy Based on Improved NSGA-II for a Flexible Robotic Fish[C],2023.
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