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Distance-directed Target Searching for a Deep Visual Servo SMA Driven Soft Robot Using Reinforcement Learning

摘要Performing complex tasks by soft robots in constrained environment remains an enormous challenge owing to the limitations of flexible mechanisms and control methods.In this paper,a novel biomimetic soft robot driven by Shape Memory Alloy (SMA) with light weight and multi-motion abilities is introduced.We adapt deep learning to perceive irregular targets in an unstructured environment.Aiming at the target searching task,an intelligent visual servo control algorithm based on Q-learning is proposed to generate distance-directed end effector locomotion.In particular,a threshold reward system for the target searching task is proposed to enable a certain degree of tolerance for pointing errors.In addition,the angular velocity and working space of the end effector with load and without load based on the established coupling kinematic model are presented.Our framework enables the trained soft robot to take actions and perform target searching.Realistic experiments under different conditions demonstrate the convergence of the leaming process and effectiveness of the proposed algorithm.

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作者 Wuji Liu [1] Zhongliang Jing [1] Han Pan [1] Lingfeng Qiao [1] Henry Leung [2] Wujun Chen [3] 学术成果认领
作者单位 School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China [1] Department of Electrical and Computer Engineering, University of Calgary, Calgary AB T2N 1N4, Canada [2] School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China [3]
DOI 10.1007/s42235-020-0102-8
发布时间 2020-12-22(万方平台首次上网日期,不代表论文的发表时间)
基金项目
This work was supported in part by the National Natural Science Foundation of China ((Grant no.61673262). and in part by the key project of Science and Technology Commission of Shanghai Municipality (Grant no.16JC1401100)) :We would appreciate Mr :Yajun Teng for his contribution to this work
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仿生工程学报(英文版)

仿生工程学报(英文版)

2020年17卷6期

1126-1138页

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