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Article

A New Integrated Method to Improve the Computation of the Robotics’ Inverse Kinematics in a Simple and Unified Formula

1
School of Automation Engineering, Wuxi University, Wuxi 214105, China
2
College of Engineering, Karary University, Omdurman 12304, Sudan
3
College of Astronautics, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
4
The 28th Research Institute of China Electronics Technology Group Corporation, Nanjing 210016, China
5
School of Mechanical and Electrical Engineering, Quanzhou University of Information Engineering, Quanzhou 362000, China
*
Author to whom correspondence should be addressed.
These authors contributed equally to this work.
Machines 2025, 13(12), 1073; https://doi.org/10.3390/machines13121073
Submission received: 4 October 2025 / Revised: 16 November 2025 / Accepted: 18 November 2025 / Published: 21 November 2025
(This article belongs to the Special Issue The Kinematics and Dynamics of Mechanisms and Robots)

Abstract

Formulating mathematical models and deriving efficient algorithms are crucial for meeting the requirements of future robotics applications. This paper proposes a novel approach for analyzing kinematic systems and computing inverse kinematics (IK) solutions for serial robotic arms. The aim is to reduce modeling complexity and the computational cost of IK solution algorithms, while enhancing accuracy and efficiency by reformulating the kinematic equations using simplified constraints. This is achieved by integrating the rotation matrix and the unit quaternion to represent kinematic equations in a simple and unified form without compromising the degrees of freedom or raising the order of the kinematic equations, as in traditional approaches. The method combines analytical and numerical techniques to obtain an exact IK solution in two steps: first, the wrist joint variables are substituted into the position equations, resulting in a modified position vector equation obtained analytically; second, numerical iteration is applied to compensate for the error between the current and desired positions, leading to the ultimate exact inverse solution. The method is tested on a 5R robot and a 6R (UR-10) robot with an offset wrist to demonstrate the mathematical process and real-time algorithm performance. The results demonstrate that the absolute position error is less than 1015 m, with no orientation error, and the mean calculation time for the IK solution is less than 5 ms. Furthermore, the results indicate higher accuracy and reduced computational time compared to other common IK methods. Moreover, the algorithm’s improved performance in processing continuous paths demonstrates its advantages in both simulation and practical applications. Finally, the proposed methodology is expected to advance further research in kinematic modeling and enhance polynomial-based numerical iterative algorithms.
Keywords: kinematic modeling; iterative algorithms; quaternions; rotation matrix; wrist structure modification; inverse kinematic solution kinematic modeling; iterative algorithms; quaternions; rotation matrix; wrist structure modification; inverse kinematic solution

Share and Cite

MDPI and ACS Style

Ahmed, A.; Ju, H.; Yang, Y.; Wahballa, H.; Mustafa, G.I.Y. A New Integrated Method to Improve the Computation of the Robotics’ Inverse Kinematics in a Simple and Unified Formula. Machines 2025, 13, 1073. https://doi.org/10.3390/machines13121073

AMA Style

Ahmed A, Ju H, Yang Y, Wahballa H, Mustafa GIY. A New Integrated Method to Improve the Computation of the Robotics’ Inverse Kinematics in a Simple and Unified Formula. Machines. 2025; 13(12):1073. https://doi.org/10.3390/machines13121073

Chicago/Turabian Style

Ahmed, Abubaker, Hehua Ju, Yang Yang, Hosham Wahballa, and Ghazally I. Y. Mustafa. 2025. "A New Integrated Method to Improve the Computation of the Robotics’ Inverse Kinematics in a Simple and Unified Formula" Machines 13, no. 12: 1073. https://doi.org/10.3390/machines13121073

APA Style

Ahmed, A., Ju, H., Yang, Y., Wahballa, H., & Mustafa, G. I. Y. (2025). A New Integrated Method to Improve the Computation of the Robotics’ Inverse Kinematics in a Simple and Unified Formula. Machines, 13(12), 1073. https://doi.org/10.3390/machines13121073

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