Abstract
The main purpose considered in this paper is to maintain a specific location and behavior for a robot that uses type-2 fuzzy logic for controlling its behavior. In this work, we propose a combination of behaviors by following a trajectory without leaving or losing it and avoiding obstacles in an omnidirectional mobile platform. The results of the simulation show the advantages of the proposed approach. We describe the previous knowledge about type-2 fuzzy logic, the virtualization of the mobile robot and its modeling according to real situations. The proposed control system is developed in Matlab-Simulink, the system can model and guide a mobile robot, successfully in simulated and real environments.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
S. Oltean, M. Dulau, Position control of Robotino mobile robot using fuzzy logic, in 2010 IEEE International Conference on Automation, Quality and Testing, Robotics (2010), pp. 1–6
T.T. Mac, C. Copot, R.D.E. Keyser, T.D. Tran, T. Vu, MIMO fuzzy control for autonomous mobile robot. J. Autom. Control Eng. 4, 65–70 (2016)
F. Cuevas, O. Castillo, Design and implementation of a fuzzy path optimization system for omnidirectional autonomous mobile robot control in real-time, in Studies in computational intelligence, vol. 749 (2018)
A.P. Moon, K.K Jajuiwar, Design of adaptive fuzzy tracking controller for autonomous navigation system. Int. J. Recent Trend Eng. Res. 2, 268–275 (2016) (ijrter.com)
X. Li, A. Zell, Motion control of an omnidirectional mobile robot, in Informatics in Control, Automation and Robotics (Springer Berlin Heidelberg, Berlin, Heidelberg), pp. 181–193
D.R. Parhi, B.B.V.L. Deepak, Kinematic model of three wheeled mobile robot. Mech. Eng. Res. 3, 307–318 (2011)
Y. Zhao, S.L. BeMent, Kinematics, dynamics and control of wheeled mobile robots, in Proceedings of 1992 IEEE International Conference on Robotics and Automation (1992), pp 91–96
D. Garcia Sillas, E. Gorrostieta Hurtado, E. Vargas Soto, J. RodrÃguez Reséndiz, S. Tovar Arriaga, Kinematics modeling and simulation of an autonomous omni-directional mobile robot. Ing. e Investig. 35, 74–79 (2015)
J.B. Song, K.S. Byun, Design and control of an omnidirectional mobile robot with steerable omnidirectional wheels, in Mobile Robots, Moving Intelligence (2006), pp. 224–240
K. Kanjanawanishkul, Omnidirectional wheeled mobile robots: wheel types and practical applications. Int. J. Adv. Mechatron. Syst. 6, 289 (2015)
M. Njah, (ICCAT, M.J.-C.A.T., Wheelchair obstacle avoidance based on fuzzy controller and ultrasonic sensors, in International Conference on Computer Applications Technology (ICCAT) (2013), pp. 1–5
O. Castillo, P. Melin, A review on the design and optimization of interval type-2 fuzzy controllers. Appl. Soft Comput. J. 12, 1267–1278 (2012)
O. Castillo, P. Melin, W. Pedrycz, Design of interval type-2 fuzzy models through optimal granularity allocation. Appl. Soft Comput. J. 11, 5590–5601 (2011)
D. Wu, On the fundamental differences between interval Type-2 and Type-1 fuzzy logic controllers. IEEE Trans. Fuzzy Syst. 20(5), 832–848 (2012)
Festo Didactic GmbH & Co. KG, in Robotino Manual (Denkendorf, 2007), pp. 7–25
P. Ochoa, O. Castillo, J. Soria, Differential Evolution with Dynamic Adaptation of Parameters for the Optimization of Fuzzy Controllers. Presented at the (2014)
L. RodrÃguez, O. Castillo, J. Soria, P. Melin, F. Valdez, C.I. Gonzalez, G.E. Martinez, J. Soto, A fuzzy hierarchical operator in the grey wolf optimizer algorithm. Appl. Soft Comput. J. 57, 315–328 (2017)
R. MartÃnez-Soto, O. Castillo, L.T. Aguilar, A. Rodriguez, A hybrid optimization method with PSO and GA to automatically design Type-1 and Type-2 fuzzy logic controllers. Int. J. Mach. Learn. Cybern. 6(2), 175–196 (2015)
L. Amador-Angulo, O. Castillo, Optimization of the Type-1 and Type-2 fuzzy controller design for the water tank using the Bee Colony Optimization, in 2014 IEEE Conference on Norbert Wiener in the 21st Century (21CW) (IEEE, 2014), pp. 1–8
D.V. Bhoyar, P.B.J. Chilke, S.S. Kemekar, in Design and Analysis of fuzzy PID Controllers using Genetic Algorithm (2016), pp. 135–138
C. Caraveo, F. Valdez, O. Castillo, Optimization of fuzzy controller design using a new bee colony algorithm with fuzzy dynamic parameter adaptation. Appl. Soft Comput. 43, 131–142 (2016)
J. Pérez, F. Valdez, O. Castillo, Modification of the bat algorithm using type-2 fuzzy logic for dynamical parameter adaptation, in Studies in Computational Intelligence (2017)
O. Castillo, R. MartÃnez-MarroquÃn, P. Melin, F. Valdez, J. Soria, Comparative study of bio-inspired algorithms applied to the optimization of type-1 and type-2 fuzzy controllers for an autonomous mobile robot. Inf. Sci. (Ny) 192, 19–38 (2012)
L. Amador-Angulo, O. Mendoza, J. Castro, A. RodrÃguez-DÃaz, P. Melin, O. Castillo, Fuzzy sets in dynamic adaptation of parameters of a bee colony optimization for controlling the trajectory of an autonomous mobile robot. Sensors 16, 1458 (2016)
P. Melin, L. Astudillo, O. Castillo, F. Valdez, M. Garcia, Optimal design of type-2 and type-1 fuzzy tracking controllers for autonomous mobile robots under perturbed torques using a new chemical optimization paradigm. Expert Syst. Appl. 40, 3185–3195 (2013)
Patricia Melin, Claudia I. González, Juan R. Castro, Olivia Mendoza, Oscar Castillo, Edge-Detection method for image processing based on generalized Type-2 fuzzy logic. IEEE Trans. Fuzzy Syst. 22(6), 1515–1525 (2014)
Claudia I. González, Patricia Melin, Juan R. Castro, Oscar Castillo, Olivia Mendoza, Optimization of interval type-2 fuzzy systems for image edge detection. Appl. Soft Comput. 47, 631–643 (2016)
Claudia I. González, Patricia Melin, Juan R. Castro, Olivia Mendoza, Oscar Castillo, An improved sobel edge detection method based on generalized type-2 fuzzy logic. Soft. Comput. 20(2), 773–784 (2016)
Emanuel Ontiveros, Patricia Melin, Oscar Castillo, High order α-planes integration: a new approach to computational cost reduction of General Type-2 fuzzy systems. Eng. Appl. of AI 74, 186–197 (2018)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 Springer Nature Switzerland AG
About this chapter
Cite this chapter
Cuevas, F., Castillo, O., Cortes, P. (2020). Towards a Control Strategy Based on Type-2 Fuzzy Logic for an Autonomous Mobile Robot. In: Castillo, O., Melin, P. (eds) Hybrid Intelligent Systems in Control, Pattern Recognition and Medicine. Studies in Computational Intelligence, vol 827. Springer, Cham. https://doi.org/10.1007/978-3-030-34135-0_21
Download citation
DOI: https://doi.org/10.1007/978-3-030-34135-0_21
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-34134-3
Online ISBN: 978-3-030-34135-0
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)