Motion Planning and Iterative Learning Control of a Modular Soft Robotic Snake

Author:

Luo Ming,Wan Zhenyu,Sun Yinan,Skorina Erik H.,Tao Weijia,Chen Fuchen,Gopalka Lakshay,Yang Hao,Onal Cagdas D.

Abstract

Snake robotics is an important research topic with a wide range of applications, including inspection in confined spaces, search-and-rescue, and disaster response. Snake robots are well-suited to these applications because of their versatility and adaptability to unstructured and constrained environments. In this paper, we introduce a soft pneumatic robotic snake that can imitate the capabilities of biological snakes, its soft body can provide flexibility and adaptability to the environment. This paper combines soft mobile robot modeling, proprioceptive feedback control, and motion planning to pave the way for functional soft robotic snake autonomy. We propose a pressure-operated soft robotic snake with a high degree of modularity that makes use of customized embedded flexible curvature sensing. On this platform, we introduce the use of iterative learning control using feedback from the on-board curvature sensors to enable the snake to automatically correct its gait for superior locomotion. We also present a motion planning and trajectory tracking algorithm using an adaptive bounding box, which allows for efficient motion planning that still takes into account the kinematic state of the soft robotic snake. We test this algorithm experimentally, and demonstrate its performance in obstacle avoidance scenarios.

Publisher

Frontiers Media SA

Subject

Artificial Intelligence,Computer Science Applications

Cited by 17 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Mechanical Design and Experimental Analysis of a Soft Snake-like Robot Based on Bellows-type Soft Actuators *;2023 IEEE International Conference on Robotics and Biomimetics (ROBIO);2023-12-04

2. Development of an Inchworm-inspired soft robot with active friction control of wheels using Double-Network gel brakes;2023 IEEE International Conference on Robotics and Biomimetics (ROBIO);2023-12-04

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4. Reinforcement Learning of CPG-Regulated Locomotion Controller for a Soft Snake Robot;IEEE Transactions on Robotics;2023-10

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