This site uses cookies. By continuing to use this site you agree to our use of cookies. To find out more, see our Privacy and Cookies policy.
Paper The following article is Open access

Enhancing Tilt-Integral-Derivative Controller to Motion Control of Holonomic Wheeled Mobile Robot by Using New Hybrid Approach

and

Published under licence by IOP Publishing Ltd
, , Citation Sameh Fareed Hasan and Hassan Mohammed Alwan 2021 IOP Conf. Ser.: Mater. Sci. Eng. 1094 012097 DOI 10.1088/1757-899X/1094/1/012097

1757-899X/1094/1/012097

Abstract

Trajectory tracking of wheeled mobile robot is the most interesting and important subject in robotic systems field. In this paper, a four mecanum wheeled mobile robot (FMWMR) has been considered. This type was considered because it is the most famous holonomic type of wheeled mobile robot (WMR). The main purpose of this work is to design a new hybrid controller for the trajectory tracking of FMWMR based on the kinematic model. The proposed controller consists of Tilt-Integral-Derivative (TID) controller tuned parameters with neural network as well as social spider optimization i.e., (TID-NN-SSO) which is applied on the kinematic model of the FMWMR. The forward and inverse kinematic equations were derived. The TID controller was used for computing the controlled signals which are the angular velocities of each wheel while the neural network (NN) and social spider optimization (SSO) were to compute the parameters of TID controller. MATLAB/Simulink programing was implemented to simulate the results. A comparative study between TID-NN-SSO and TID controller tuned parameters by using particles swarm optimization (TID-PSO) was conducted. The results of the mean square errors (MSE) in (x and y) coordinates as well as the orientation error obtained from TID–NN-SSO are (2.105*10−4 m, 1.025*10−4 m, 0.0815 rad) and they are less than the MSE that was obtained from TID-PSO which are (0.00567 m, 0.0356 m, 1.22 rad/s). This indicates that TID–NN-SSO is more efficient than TID-PSO.

Export citation and abstract BibTeX RIS

Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.

Please wait… references are loading.
10.1088/1757-899X/1094/1/012097