Design and Validation of a Low-Level Controller for Hierarchically Controlled Exoskeletons

In this work, a generalized low-level controller is presented for sensor collection, motor input, and networking with a high-level controller. In hierarchically controlled exoskeletal systems, which utilize series elastic actuators (SEAs), the hardware for sensor collection and motor command is sepa...

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Main Authors: Connor W. Herron, Zachary J. Fuge, Madeline Kogelis, Nicholas J. Tremaroli, Bhaben Kalita, Alexander Leonessa
Format: Article
Language:English
Published: MDPI AG 2023-01-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/23/2/1014
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author Connor W. Herron
Zachary J. Fuge
Madeline Kogelis
Nicholas J. Tremaroli
Bhaben Kalita
Alexander Leonessa
author_facet Connor W. Herron
Zachary J. Fuge
Madeline Kogelis
Nicholas J. Tremaroli
Bhaben Kalita
Alexander Leonessa
author_sort Connor W. Herron
collection DOAJ
description In this work, a generalized low-level controller is presented for sensor collection, motor input, and networking with a high-level controller. In hierarchically controlled exoskeletal systems, which utilize series elastic actuators (SEAs), the hardware for sensor collection and motor command is separated from the computationally expensive high-level controller algorithm. The low-level controller is a hardware device that must collect sensor feedback, condition and filter the measurements, send actuator inputs, and network with the high-level controller at a real-time rate. This research outlines the hardware of two printed circuit board (PCB) designs for collecting and conditioning sensor feedback from two SEA subsystems and an inertial measurement unit (IMU). The SEAs have a joint and motor encoder, motor current, and force sensor feedback that can be measured using the proposed generalized low-level controller presented in this work. In addition, the high and low-level networking approach is discussed in detail, with a full breakdown of the data storage within a communication frame during the run-time operation. The challenges of device synchronization and updates rates of high and low-level controllers are also discussed. Further, the low-level controller was validated using a pendulum test bed, complete with full sensor feedback, including IMU results for two open-loop scenarios. Moreover, this work can be extended to other hierarchically controlled robotic systems that utilize SEA subsystems, such as humanoid robots, assistive rehabilitation robots, training simulators, and robotic-assisted surgical devices. The hardware and software designs presented in this work are available open source to enable researchers with a direct solution for data acquisition and the control of low-level devices in a robotic system.
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spelling doaj.art-8ec6d240232246699f8228aa483adcc62023-12-01T00:31:18ZengMDPI AGSensors1424-82202023-01-01232101410.3390/s23021014Design and Validation of a Low-Level Controller for Hierarchically Controlled ExoskeletonsConnor W. Herron0Zachary J. Fuge1Madeline Kogelis2Nicholas J. Tremaroli3Bhaben Kalita4Alexander Leonessa5Terrestrial Robotics Engineering and Controls (TREC) Laboratory, Virginia Tech, Blacksburg, VA 24060, USATerrestrial Robotics Engineering and Controls (TREC) Laboratory, Virginia Tech, Blacksburg, VA 24060, USATerrestrial Robotics Engineering and Controls (TREC) Laboratory, Virginia Tech, Blacksburg, VA 24060, USATerrestrial Robotics Engineering and Controls (TREC) Laboratory, Virginia Tech, Blacksburg, VA 24060, USATerrestrial Robotics Engineering and Controls (TREC) Laboratory, Virginia Tech, Blacksburg, VA 24060, USATerrestrial Robotics Engineering and Controls (TREC) Laboratory, Virginia Tech, Blacksburg, VA 24060, USAIn this work, a generalized low-level controller is presented for sensor collection, motor input, and networking with a high-level controller. In hierarchically controlled exoskeletal systems, which utilize series elastic actuators (SEAs), the hardware for sensor collection and motor command is separated from the computationally expensive high-level controller algorithm. The low-level controller is a hardware device that must collect sensor feedback, condition and filter the measurements, send actuator inputs, and network with the high-level controller at a real-time rate. This research outlines the hardware of two printed circuit board (PCB) designs for collecting and conditioning sensor feedback from two SEA subsystems and an inertial measurement unit (IMU). The SEAs have a joint and motor encoder, motor current, and force sensor feedback that can be measured using the proposed generalized low-level controller presented in this work. In addition, the high and low-level networking approach is discussed in detail, with a full breakdown of the data storage within a communication frame during the run-time operation. The challenges of device synchronization and updates rates of high and low-level controllers are also discussed. Further, the low-level controller was validated using a pendulum test bed, complete with full sensor feedback, including IMU results for two open-loop scenarios. Moreover, this work can be extended to other hierarchically controlled robotic systems that utilize SEA subsystems, such as humanoid robots, assistive rehabilitation robots, training simulators, and robotic-assisted surgical devices. The hardware and software designs presented in this work are available open source to enable researchers with a direct solution for data acquisition and the control of low-level devices in a robotic system.https://www.mdpi.com/1424-8220/23/2/1014hierarchically controlled systemseries elastic actuatorssensorsmicrocontrollercommunication
spellingShingle Connor W. Herron
Zachary J. Fuge
Madeline Kogelis
Nicholas J. Tremaroli
Bhaben Kalita
Alexander Leonessa
Design and Validation of a Low-Level Controller for Hierarchically Controlled Exoskeletons
Sensors
hierarchically controlled system
series elastic actuators
sensors
microcontroller
communication
title Design and Validation of a Low-Level Controller for Hierarchically Controlled Exoskeletons
title_full Design and Validation of a Low-Level Controller for Hierarchically Controlled Exoskeletons
title_fullStr Design and Validation of a Low-Level Controller for Hierarchically Controlled Exoskeletons
title_full_unstemmed Design and Validation of a Low-Level Controller for Hierarchically Controlled Exoskeletons
title_short Design and Validation of a Low-Level Controller for Hierarchically Controlled Exoskeletons
title_sort design and validation of a low level controller for hierarchically controlled exoskeletons
topic hierarchically controlled system
series elastic actuators
sensors
microcontroller
communication
url https://www.mdpi.com/1424-8220/23/2/1014
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