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Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies
Animals locomote robustly and agile, albeit significant sensorimotor delays of their nervous system and the harsh loading conditions resulting from repeated, high-frequent impacts. The engineered sensorimotor control in legged robots is implemented with high control frequencies, often in the kiloher...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8302765/ https://www.ncbi.nlm.nih.gov/pubmed/34312595 http://dx.doi.org/10.3389/frobt.2021.645748 |
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author | Ashtiani, Milad Shafiee Aghamaleki Sarvestani, Alborz Badri-Spröwitz, Alexander |
author_facet | Ashtiani, Milad Shafiee Aghamaleki Sarvestani, Alborz Badri-Spröwitz, Alexander |
author_sort | Ashtiani, Milad Shafiee |
collection | PubMed |
description | Animals locomote robustly and agile, albeit significant sensorimotor delays of their nervous system and the harsh loading conditions resulting from repeated, high-frequent impacts. The engineered sensorimotor control in legged robots is implemented with high control frequencies, often in the kilohertz range. Consequently, robot sensors and actuators can be polled within a few milliseconds. However, especially at harsh impacts with unknown touch-down timing, controllers of legged robots can become unstable, while animals are seemingly not affected. We examine this discrepancy and suggest and implement a hybrid system consisting of a parallel compliant leg joint with varying amounts of passive stiffness and a virtual leg length controller. We present systematic experiments both in computer simulation and robot hardware. Our system shows previously unseen robustness, in the presence of sensorimotor delays up to 60 ms, or control frequencies as low as 20 Hz, for a drop landing task from 1.3 leg lengths high and with a compliance ratio (fraction of physical stiffness of the sum of virtual and physical stiffness) of 0.7. In computer simulations, we report successful drop-landings from 3.8 leg lengths (1.2 m) for a 2 kg quadruped robot with 100 Hz control frequency and a sensorimotor delay of 35 ms. |
format | Online Article Text |
id | pubmed-8302765 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83027652021-07-25 Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies Ashtiani, Milad Shafiee Aghamaleki Sarvestani, Alborz Badri-Spröwitz, Alexander Front Robot AI Robotics and AI Animals locomote robustly and agile, albeit significant sensorimotor delays of their nervous system and the harsh loading conditions resulting from repeated, high-frequent impacts. The engineered sensorimotor control in legged robots is implemented with high control frequencies, often in the kilohertz range. Consequently, robot sensors and actuators can be polled within a few milliseconds. However, especially at harsh impacts with unknown touch-down timing, controllers of legged robots can become unstable, while animals are seemingly not affected. We examine this discrepancy and suggest and implement a hybrid system consisting of a parallel compliant leg joint with varying amounts of passive stiffness and a virtual leg length controller. We present systematic experiments both in computer simulation and robot hardware. Our system shows previously unseen robustness, in the presence of sensorimotor delays up to 60 ms, or control frequencies as low as 20 Hz, for a drop landing task from 1.3 leg lengths high and with a compliance ratio (fraction of physical stiffness of the sum of virtual and physical stiffness) of 0.7. In computer simulations, we report successful drop-landings from 3.8 leg lengths (1.2 m) for a 2 kg quadruped robot with 100 Hz control frequency and a sensorimotor delay of 35 ms. Frontiers Media S.A. 2021-06-16 /pmc/articles/PMC8302765/ /pubmed/34312595 http://dx.doi.org/10.3389/frobt.2021.645748 Text en Copyright © 2021 Ashtiani, Aghamaleki Sarvestani and Badri-Spröwitz. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Robotics and AI Ashtiani, Milad Shafiee Aghamaleki Sarvestani, Alborz Badri-Spröwitz, Alexander Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies |
title | Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies |
title_full | Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies |
title_fullStr | Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies |
title_full_unstemmed | Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies |
title_short | Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies |
title_sort | hybrid parallel compliance allows robots to operate with sensorimotor delays and low control frequencies |
topic | Robotics and AI |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8302765/ https://www.ncbi.nlm.nih.gov/pubmed/34312595 http://dx.doi.org/10.3389/frobt.2021.645748 |
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