An Open-Source ROS-Gazebo Toolbox for Simulating Robots With Compliant Actuators

Author:

Mengacci Riccardo,Zambella Grazia,Grioli Giorgio,Caporale Danilo,Catalano Manuel G.,Bicchi Antonio

Abstract

To enable the design of planning and control strategies in simulated environments before their direct application to the real robot, exploiting the Sim2Real practice, powerful and realistic dynamic simulation tools have been proposed, e.g., the ROS-Gazebo framework. However, the majority of such simulators do not account for some of the properties of recently developed advanced systems, e.g., dynamic elastic behaviors shown by all those robots that purposely incorporate compliant elements into their actuators, the so-called Articulated Soft Robots ASRs. This paper presents an open-source ROS-Gazebo toolbox for simulating ASRs equipped with the aforementioned types of compliant actuators. To achieve this result, the toolbox consists of two ROS-Gazebo modules: a plugin that implements the custom compliant characteristics of a given actuator and simulates the internal motor dynamics, and a Robotic Operation System (ROS) manager node used to organize and simplify the overall toolbox usage. The toolbox can implement different compliant joint structures to perform realistic and representative simulations of ASRs, also when they interact with the environment. The simulated ASRs can be also used to retrieve information about the physical behavior of the real system from its simulation, and to develop control policies that can be transferred back to the real world, leveraging the Sim2Real practice. To assess the versatility of the proposed plugin, we report simulations of different compliant actuators. Then, to show the reliability of the simulated results, we present experiments executed on two ASRs and compare the performance of the real hardware with the simulations. Finally, to validate the toolbox effectiveness for Sim2Real control design, we learn a control policy in simulation, then feed it to the real system in feed-forward comparing the results.

Publisher

Frontiers Media SA

Subject

Artificial Intelligence,Computer Science Applications

Reference29 articles.

1. Soft Robotics;Albu-Schaffer;IEEE Robotics Automation Mag.,2008

2. Actuators for Soft Robotics;Albu-Schäffer,2016

3. Decentralized Trajectory Tracking Control for Soft Robots Interacting with the Environment;Angelini;IEEE Trans. Robotics,2018

4. A Ros Gazebo Plugin to Simulate Arva Sensors;Cacace,2020

5. Ros_Control: A Generic and Simple Control Framework for Ros;Chitta;J. Open Source Softw.,2017

Cited by 10 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. Development of a Hand-Fan-Shaped Arm and a Model Predictive Controller for Leg Crossing, Walking, and One-Legged Balancing of a Wheeled-Bipedal Jumping Robot;Machines;2024-04-24

2. Integrating Graceful Degradation and Recovery through Requirement-driven Adaptation;Proceedings of the 19th International Symposium on Software Engineering for Adaptive and Self-Managing Systems;2024-04-15

3. Educational Resources for Robotics: Accessible Lectures and Toolboxes;Mechanisms and Machine Science;2024

4. Path Planning for Unified Scheduling of Multi-Robot Based on BSO Algorithm;Journal of Circuits, Systems and Computers;2023-12-08

5. The Development of a Visual Servo Simulator Based on ROS2 and MuJoCo;2023 IEEE International Conference on Robotics and Biomimetics (ROBIO);2023-12-04

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3