ANFIS+PID Hybrid Controller Design for Controlling of a 6-DOF Robot Manipulator and its Error Convergence Analysis

Authors

  • Ghaffari, Valiollah Department of Electrical Engineering, School of Engineering, Persian Gulf University, Bushehr
  • Meigoli, Vahid Department of Electrical Engineering, School of Engineering, Persian Gulf University, Bushehr
Abstract:

In this paper, an ANFIS+PID hybrid control policy has been addressed to control a 6-degree-of freedom (6-DOF) robotic manipulator. Then its error convergence has been also evaluated. The ability to formulate and estimate the system uncertainties and disturbances along with system dynamics and rejecting the disturbances effect are some advantages of the proposed method in   comparing with the conventional ANFIS structures. The error convergence could not be proved in the ordinary ANFIS structures. But in the proposed method, the error convergence of the robot manipulator can be established under considering some mathematical conditions. The proposed control law is realized via parallel combination of ordinary ANFIS network and PID controller. The suggested method has been successfully applied in a 6-DOF robot manipulator system. Furthermore, in presence of uncertainties and  external  disturbances  error  convergence  would  be  justified  using  the Lyapunov-like  theorem and Barbalat lemma.

Upgrade to premium to download articles

Sign up to access the full text

Already have an account?login

similar resources

Design and Kinematic Analysis of a 4-DOF Serial-Parallel Manipulator for a Driving Simulator

This paper presents the kinematic analysis and the development of a 4-degree-of-freedom serial-parallel mechanism for large commercial vehicle driving simulators. The degrees of freedom are selected according to the target maneuvers and the structure of human motion perception organs. Several kinematic properties of parallel part of the mechanism under study are investigated, including the inve...

full text

Solving Kinematics Problems of a 6-DOF Robot Manipulator

This paper represents an analytical approach for solving forward kinematics problem of a serial robot manipulator with six degrees of freedom and a specific combination of joints and links to formulate the position of the gripper by a given set of joint angles. In addition, a direct geometrical solution for the robot’s inverse kinematics problem will be defined in order to calculate the robot’s...

full text

Neuro-Optimizer: A New Artificial Intelligent Optimization Tool and Its Application for Robot Optimal Controller Design

The main objective of this paper is to introduce a new intelligent optimization technique that uses a predictioncorrectionstrategy supported by a recurrent neural network for finding a near optimal solution of a givenobjective function. Recently there have been attempts for using artificial neural networks (ANNs) in optimizationproblems and some types of ANNs such as Hopfield network and Boltzm...

full text

design and kinematic analysis of a 4-dof serial-parallel manipulator for a driving simulator

this paper presents the kinematic analysis and the development of a 4-degree-of-freedom serial-parallel mechanism for large commercial vehicle driving simulators. the degrees of freedom are selected according to the target maneuvers and the structure of human motion perception organs. several kinematic properties of parallel part of the mechanism under study are investigated, including the inve...

full text

The Kinematic design of a 3-dof Hybrid Manipulator

This paper focuses on the kinematic properties of a new three-degree-of-freedom hybrid manipulator. This manipulator is obtained by adding in series to a five-bar planar mechanism (similar to the one studied by Bajpai and Roth [1]) a third revolute passing through the line of centers of the two actuated revolute joints of the above linkage (Figures 2 & 3). The resulting architecture is hybrid i...

full text

Kinematic Analysis and Simulation of a 6-DOF Industrial Manipulator

Firstly, model of a 6-DOF articulate manipulator was set up in MATLAB, then kinematic analysis and simulation of this manipulator was studied. Secondly, it was found to acquire the desired configuration within the given time limits with irregular motion pattern along the end-effector path. Simulation results showed that the manipulator was capable of light material handling and transfer in an a...

full text

My Resources

Save resource for easier access later

Save to my library Already added to my library

{@ msg_add @}


Journal title

volume 13  issue 3

pages  51- 70

publication date 2019-12

By following a journal you will be notified via email when a new issue of this journal is published.

Keywords

No Keywords

Hosted on Doprax cloud platform doprax.com

copyright © 2015-2023