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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Main Authors: Milad Shafiee Ashtiani, Alborz Aghamaleki Sarvestani, Alexander Badri-Spröwitz
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-06-01
Series:Frontiers in Robotics and AI
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frobt.2021.645748/full
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spelling 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 AT miladshafieeashtiani hybridparallelcomplianceallowsrobotstooperatewithsensorimotordelaysandlowcontrolfrequencies
AT alborzaghamalekisarvestani hybridparallelcomplianceallowsrobotstooperatewithsensorimotordelaysandlowcontrolfrequencies
AT alexanderbadrisprowitz hybridparallelcomplianceallowsrobotstooperatewithsensorimotordelaysandlowcontrolfrequencies
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