Finite-Horizon Kinetic Energy Optimization of a Redundant Space Manipulator
The minimization of energy consumption is of the utmost importance in space robotics. For redundant manipulators tracking a desired end-effector trajectory, most of the proposed solutions are based on locally optimal inverse kinematics methods. On the one hand, these methods are suitable for real-ti...
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doaj-602c99afd08941f18b130b7fac8491b32021-03-07T00:02:03ZengMDPI AGApplied Sciences2076-34172021-03-01112346234610.3390/app11052346Finite-Horizon Kinetic Energy Optimization of a Redundant Space ManipulatorAlessandro Tringali0Silvio Cocuzza1Department of Design, Manufacturing and Engineering Management, University of Strathclyde, Glasgow G1 1XJ, UKDepartment of Industrial Engineering, University of Padova, 35131 Padova, ItalyThe minimization of energy consumption is of the utmost importance in space robotics. For redundant manipulators tracking a desired end-effector trajectory, most of the proposed solutions are based on locally optimal inverse kinematics methods. On the one hand, these methods are suitable for real-time implementation; nevertheless, on the other hand, they often provide solutions quite far from the globally optimal one and, moreover, are prone to singularities. In this paper, a novel inverse kinematics method for redundant manipulators is presented, which overcomes the above mentioned issues and is suitable for real-time implementation. The proposed method is based on the optimization of the kinetic energy integral on a limited subset of future end-effector path points, making the manipulator joints to move in the direction of minimum kinetic energy. The proposed method is tested by simulation of a three degrees of freedom (DOF) planar manipulator in a number of test cases, and its performance is compared to the classical pseudoinverse solution and to a global optimal method. The proposed method outperforms the pseudoinverse-based one and proves to be able to avoid singularities. Furthermore, it provides a solution very close to the global optimal one with a much lower computational time, which is compatible for real-time implementation.https://www.mdpi.com/2076-3417/11/5/2346roboticsinverse kinematicsredundant manipulatorenergy minimization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Alessandro Tringali Silvio Cocuzza |
spellingShingle |
Alessandro Tringali Silvio Cocuzza Finite-Horizon Kinetic Energy Optimization of a Redundant Space Manipulator Applied Sciences robotics inverse kinematics redundant manipulator energy minimization |
author_facet |
Alessandro Tringali Silvio Cocuzza |
author_sort |
Alessandro Tringali |
title |
Finite-Horizon Kinetic Energy Optimization of a Redundant Space Manipulator |
title_short |
Finite-Horizon Kinetic Energy Optimization of a Redundant Space Manipulator |
title_full |
Finite-Horizon Kinetic Energy Optimization of a Redundant Space Manipulator |
title_fullStr |
Finite-Horizon Kinetic Energy Optimization of a Redundant Space Manipulator |
title_full_unstemmed |
Finite-Horizon Kinetic Energy Optimization of a Redundant Space Manipulator |
title_sort |
finite-horizon kinetic energy optimization of a redundant space manipulator |
publisher |
MDPI AG |
series |
Applied Sciences |
issn |
2076-3417 |
publishDate |
2021-03-01 |
description |
The minimization of energy consumption is of the utmost importance in space robotics. For redundant manipulators tracking a desired end-effector trajectory, most of the proposed solutions are based on locally optimal inverse kinematics methods. On the one hand, these methods are suitable for real-time implementation; nevertheless, on the other hand, they often provide solutions quite far from the globally optimal one and, moreover, are prone to singularities. In this paper, a novel inverse kinematics method for redundant manipulators is presented, which overcomes the above mentioned issues and is suitable for real-time implementation. The proposed method is based on the optimization of the kinetic energy integral on a limited subset of future end-effector path points, making the manipulator joints to move in the direction of minimum kinetic energy. The proposed method is tested by simulation of a three degrees of freedom (DOF) planar manipulator in a number of test cases, and its performance is compared to the classical pseudoinverse solution and to a global optimal method. The proposed method outperforms the pseudoinverse-based one and proves to be able to avoid singularities. Furthermore, it provides a solution very close to the global optimal one with a much lower computational time, which is compatible for real-time implementation. |
topic |
robotics inverse kinematics redundant manipulator energy minimization |
url |
https://www.mdpi.com/2076-3417/11/5/2346 |
work_keys_str_mv |
AT alessandrotringali finitehorizonkineticenergyoptimizationofaredundantspacemanipulator AT silviococuzza finitehorizonkineticenergyoptimizationofaredundantspacemanipulator |
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