Inverse Kinematics of Redundant Manipulators Formulated as Quadratic Programming Optimization Problem Solved Using Recurrent Neural Networks: A Review

Author:

Hassan Ahmed A.ORCID,El-Habrouk Mohamed,Deghedie Samir

Abstract

SUMMARYThe Inverse Kinematics (IK) problem of manipulators can be divided into two distinct steps: (1) Problem formulation, where the problem is developed into a form which can then be solved using various methods. (2) Problem solution, where the IK problem is actually solved by producing the values of different joint space variables (joint angles, joint velocities or joint accelerations). The main focus of this paper is concentrated on the discussion of the IK problem of redundant manipulators, formulated as a quadratic programming optimization problem solved by different kinds of recurrent neural networks.

Publisher

Cambridge University Press (CUP)

Subject

Computer Science Applications,General Mathematics,Software,Control and Systems Engineering

Reference156 articles.

1. Simulation and verification of Zhang neural network for online time-varying matrix inversion

2. 153. Zhang, Y. , “On the LVI-based Primal–dual Neural Network for Solving Online Linear and Quadratic Programming Problems,” Proceedings of the 2005 American Control Conference, Portland, OR, USA, vol. 2 (2005) pp. 1351–1356.

3. 152. Ferris, M. C. and Pang, J. S. , “Complementarity and Variational Problems: State of the Art,” Proceedings in Applied Mathematics. Society for Industrial & Applied, March 1997. ISBN: 978-0898713916.

4. A neural network model for monotone linear asymmetric variational inequalities;He;IEEE Trans. Neural Networks,2000

5. Infinity-norm acceleration minimization of robotic redundant manipulators using the LVI-based primal–dual neural network

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