IMU-Enabled Robotic Finger Force Estimation With Modular Soft Actuators and Virtual Linkages

This research presents a novel force estimating method without utilizing force gauges for soft robotic fingers that leverage inertial measurement units (IMUs) to detect finger joint angles and to calculate virtual linkages and torques. Motivated by the limitations of soft actuators in service-orient...

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Published inIEEE transactions on magnetics Vol. 60; no. 9; pp. 1 - 5
Main Authors Lin, Sheng-Guan, Chang, Hsien-Ting, Chang, Jen-Yuan
Format Journal Article
LanguageEnglish
Published New York IEEE 01.09.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract This research presents a novel force estimating method without utilizing force gauges for soft robotic fingers that leverage inertial measurement units (IMUs) to detect finger joint angles and to calculate virtual linkages and torques. Motivated by the limitations of soft actuators in service-oriented humanoid robots, especially in tasks requiring precise fingertip positioning and gripping, this study aims to enhance position control and force estimating. Unlike conventional methods that rely on rotary encoders and flex sensors, IMU arrays and modular soft actuator (MSA) are proposed and examined in this study to overcome the inherent challenges of soft actuators, for their inability to accurately control fingertip positions and force directions. The proposed methodology involves transforming curvature-bending soft actuator fingers into a conventional rotary axis framework, allowing for precise control over external forces applied to objects through the calculation of virtual torques and the employment of the Jacobian matrix. Experimental validations confirm the feasibility of this approach, showcasing its potential to significantly improve the functionality and applicability of soft robotic fingers in complex manipulation tasks.
AbstractList This research presents a novel force estimating method without utilizing force gauges for soft robotic fingers that leverage inertial measurement units (IMUs) to detect finger joint angles and to calculate virtual linkages and torques. Motivated by the limitations of soft actuators in service-oriented humanoid robots, especially in tasks requiring precise fingertip positioning and gripping, this study aims to enhance position control and force estimating. Unlike conventional methods that rely on rotary encoders and flex sensors, IMU arrays and modular soft actuator (MSA) are proposed and examined in this study to overcome the inherent challenges of soft actuators, for their inability to accurately control fingertip positions and force directions. The proposed methodology involves transforming curvature-bending soft actuator fingers into a conventional rotary axis framework, allowing for precise control over external forces applied to objects through the calculation of virtual torques and the employment of the Jacobian matrix. Experimental validations confirm the feasibility of this approach, showcasing its potential to significantly improve the functionality and applicability of soft robotic fingers in complex manipulation tasks.
Author Chang, Jen-Yuan
Lin, Sheng-Guan
Chang, Hsien-Ting
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Cites_doi 10.1002/adfm.201303288
10.1682/jrrd.2011.10.0188
10.1109/ICAR.2013.6766586
10.1371/journal.pone.0232766
10.1109/TRO.2015.2428504
10.1007/978-3-031-45770-8_68
10.1109/TIE.2019.2912765
10.1155/2015/846487
10.1089/soro.2017.0042
10.1089/soro.2017.0007
10.1109/ACCESS.2015.2482543
10.1109/TII.2018.2841043
10.1109/TMECH.2016.2638468
10.1109/TMECH.2019.2911992
10.3390/s20041050
10.1016/j.mechatronics.2017.10.005
10.1109/ICRA.2011.5979561
10.1109/TRO.2022.3160048
10.1177/0278364919842269
10.1115/1.4029497
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References ref13
ref12
ref15
ref14
ref20
ref11
ref10
ref21
Correll (ref5) 2024
ref2
ref1
ref17
ref16
ref19
ref18
ref8
ref7
ref9
ref4
ref3
ref6
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  doi: 10.1002/adfm.201303288
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  doi: 10.1682/jrrd.2011.10.0188
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  doi: 10.1109/ICAR.2013.6766586
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  doi: 10.1371/journal.pone.0232766
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  ident: ref5
  article-title: A versatile robotic hand with 3D perception, force sensing for autonomous manipulation
  publication-title: arXiv:2402.06018
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  doi: 10.1109/TRO.2015.2428504
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  doi: 10.1089/soro.2017.0007
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  doi: 10.1109/ACCESS.2015.2482543
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  doi: 10.1109/TMECH.2016.2638468
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  doi: 10.1109/TMECH.2019.2911992
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  doi: 10.3390/s20041050
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  doi: 10.1016/j.mechatronics.2017.10.005
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  doi: 10.1109/ICRA.2011.5979561
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  doi: 10.1109/TRO.2022.3160048
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  doi: 10.1177/0278364919842269
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SubjectTerms Accelerometers
Actuators
Couplings
End effectors
Estimation
Fingers
Force estimating
Force measurement
Humanoid
inertial measurement units (IMUs)
Inertial platforms
Jacobi matrix method
Jacobian matrices
Jacobian matrix
Linkages
Magnetometers
modular soft actuators (MSAs)
Modular units
Position measurement
Position sensing
Robot control
Robotics
Sensor arrays
Shaft encoders
Soft robotics
Task complexity
Torque
Title IMU-Enabled Robotic Finger Force Estimation With Modular Soft Actuators and Virtual Linkages
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