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...
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2021-06-01
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doaj-98f1cf0e0eab4e979edeb886e89d3b212021-07-10T04:11:09ZengFrontiers Media S.A.Frontiers in Robotics and AI2296-91442021-06-01810.3389/frobt.2021.645748645748Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control FrequenciesMilad Shafiee AshtianiAlborz Aghamaleki SarvestaniAlexander Badri-SpröwitzAnimals 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.https://www.frontiersin.org/articles/10.3389/frobt.2021.645748/fulllegged robotsparallel and passive compliancehybrid actuation and leg designsensorimotor delayFeedbacklatency |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Milad Shafiee Ashtiani Alborz Aghamaleki Sarvestani Alexander Badri-Spröwitz |
spellingShingle |
Milad Shafiee Ashtiani Alborz Aghamaleki Sarvestani Alexander Badri-Spröwitz Hybrid Parallel Compliance Allows Robots to Operate With Sensorimotor Delays and Low Control Frequencies Frontiers in Robotics and AI legged robots parallel and passive compliance hybrid actuation and leg design sensorimotor delay Feedback latency |
author_facet |
Milad Shafiee Ashtiani Alborz Aghamaleki Sarvestani Alexander Badri-Spröwitz |
author_sort |
Milad Shafiee Ashtiani |
title |
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_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_sort |
hybrid parallel compliance allows robots to operate with sensorimotor delays and low control frequencies |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Robotics and AI |
issn |
2296-9144 |
publishDate |
2021-06-01 |
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. |
topic |
legged robots parallel and passive compliance hybrid actuation and leg design sensorimotor delay Feedback latency |
url |
https://www.frontiersin.org/articles/10.3389/frobt.2021.645748/full |
work_keys_str_mv |
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