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Inverse Kinematics of Robotic Manipulators Based on Hybrid Differential Evolution and Jacobian Pseudoinverse Approach.

Authors :
Hernandez-Barragan, Jesus
Plascencia-Lopez, Josue
Lopez-Franco, Michel
Arana-Daniel, Nancy
Lopez-Franco, Carlos
Source :
Algorithms. Oct2024, Vol. 17 Issue 10, p454. 21p.
Publication Year :
2024

Abstract

Robot manipulators play a critical role in several industrial applications by providing high precision and accuracy. To perform these tasks, manipulator robots require the effective computation of inverse kinematics. Conventional methods to solve IK often encounter significant challenges, such as singularities, non-linear equations, and poor generalization across different robotic configurations. In this work, we propose a novel approach to solve the inverse kinematics (IK) problem in robotic manipulators using a metaheuristic algorithm enhanced with a Jacobian step. Our method overcomes those limitations by selectively applying the Jacobian step to the differential evolution (DE) algorithm. The effectiveness and versatility of the proposed approach are demonstrated through simulations and real-world experimentation on a 5 DOF KUKA robotic arm. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19994893
Volume :
17
Issue :
10
Database :
Academic Search Index
Journal :
Algorithms
Publication Type :
Academic Journal
Accession number :
180486590
Full Text :
https://doi.org/10.3390/a17100454