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Observer-based control of inflatable robot with variable stiffness

Observer-based control of inflatable robot with variable stiffness
Observer-based control of inflatable robot with variable stiffness
In the last decade, soft robots have been at the forefront of a robotic revolution. Due to the flexibility of the soft materials employed, soft robots are equipped with a capability to execute new tasks in new application areas -beyond what can be achieved using classical rigid-link robots. Despite these promising properties, many soft robots nowadays lack the capability to exert sufficient force to perform various real-life tasks. This has led to the development of stiffness-controllable inflatable robots instilled with the ability to modify their stiffness during motion. This new capability, however, poses an even greater challenge for robot control. In this paper, we propose a model-based kinematic control strategy to guide the tip of an inflatable robot arm in its environment. The bending of the robot is modelled using an Euler-Bernoulli beam theory which takes into account the variation of the robot's structural stiffness. The parameters of the model are estimated online using an observer based on the Extended Kalman Filter (EKF). The parameters' estimates are used to approximate the Jacobian matrix online and used to control the robot's tip considering also variations in the robot's stiffness. Simulation results and experiments using a fabric-based planar 3-degree-of-freedom (DOF) inflatable manipulators demonstrate the promising performance of the proposed control algorithm.
8646-8652
IEEE
Ataka, Ahmad
5deaad33-73cc-4dbf-8803-d773cf3841d0
Abrar, Taqi
f49fa83b-0882-45a8-bff6-db53709e5887
Putzu, Fabrizio
d87164eb-a15c-4a76-b259-f34e00d7c54c
Godaba, Hareesh
787c1482-6a29-43ad-b49e-a6a2b7175f0c
Althoefer, Kaspar
031c800b-bf48-4996-8c17-29f7408898c6
Ataka, Ahmad
5deaad33-73cc-4dbf-8803-d773cf3841d0
Abrar, Taqi
f49fa83b-0882-45a8-bff6-db53709e5887
Putzu, Fabrizio
d87164eb-a15c-4a76-b259-f34e00d7c54c
Godaba, Hareesh
787c1482-6a29-43ad-b49e-a6a2b7175f0c
Althoefer, Kaspar
031c800b-bf48-4996-8c17-29f7408898c6

Ataka, Ahmad, Abrar, Taqi, Putzu, Fabrizio, Godaba, Hareesh and Althoefer, Kaspar (2020) Observer-based control of inflatable robot with variable stiffness. In 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE. pp. 8646-8652 . (doi:10.1109/IROS45743.2020.9341785).

Record type: Conference or Workshop Item (Paper)

Abstract

In the last decade, soft robots have been at the forefront of a robotic revolution. Due to the flexibility of the soft materials employed, soft robots are equipped with a capability to execute new tasks in new application areas -beyond what can be achieved using classical rigid-link robots. Despite these promising properties, many soft robots nowadays lack the capability to exert sufficient force to perform various real-life tasks. This has led to the development of stiffness-controllable inflatable robots instilled with the ability to modify their stiffness during motion. This new capability, however, poses an even greater challenge for robot control. In this paper, we propose a model-based kinematic control strategy to guide the tip of an inflatable robot arm in its environment. The bending of the robot is modelled using an Euler-Bernoulli beam theory which takes into account the variation of the robot's structural stiffness. The parameters of the model are estimated online using an observer based on the Extended Kalman Filter (EKF). The parameters' estimates are used to approximate the Jacobian matrix online and used to control the robot's tip considering also variations in the robot's stiffness. Simulation results and experiments using a fabric-based planar 3-degree-of-freedom (DOF) inflatable manipulators demonstrate the promising performance of the proposed control algorithm.

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More information

Published date: 10 February 2020

Identifiers

Local EPrints ID: 499161
URI: http://eprints.soton.ac.uk/id/eprint/499161
PURE UUID: e76b995d-f648-4996-a339-f9056ec05d7e
ORCID for Hareesh Godaba: ORCID iD orcid.org/0000-0001-6600-8513

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Date deposited: 11 Mar 2025 17:32
Last modified: 12 Mar 2025 03:15

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Contributors

Author: Ahmad Ataka
Author: Taqi Abrar
Author: Fabrizio Putzu
Author: Hareesh Godaba ORCID iD
Author: Kaspar Althoefer

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