Trajectory Optimization for an Autonomous Mobile Robot Using the Bat Algorithm

被引:1
作者
Perez, Jonathan [1 ]
Melin, Patricia [1 ]
Castillo, Oscar [1 ]
Valdez, Fevrier [1 ]
Gonzalez, Claudia [1 ]
Martinez, Gabriela [1 ]
机构
[1] Tijuana Inst Technol, Calzada Tecnol S-N, Tijuana, BC, Mexico
来源
FUZZY LOGIC IN INTELLIGENT SYSTEM DESIGN: THEORY AND APPLICATIONS | 2018年 / 648卷
关键词
Type-1 fuzzy logic; Optimization; Bat algorithm (BA); Mobile robot;
D O I
10.1007/978-3-319-67137-6_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work uses the metaheuristic Bat Algorithm, and the main reason for its use is its speed of convergence, giving us the advantage of solving problems of optimization in a short time in comparison with other metaheuristic. We apply the Bat Algorithm in optimizing the trajectory of a unicycle mobile robot, which is the model considered in this work based on two wheels mounted on the same axis and a front wheel and the algorithm is responsible for building the best Type-1 fuzzy system once selected the best applied to the mobile robot model with the objective of following an established path with the least margin of error.
引用
收藏
页码:232 / 241
页数:10
相关论文
共 22 条
[1]  
Amador-Angulo L., 2015, IFSA EUSFLAT
[2]  
Amador-Angulo L, 2017, STUD COMPUT INTELL, V667, P551, DOI 10.1007/978-3-319-47054-2_36
[3]   A Fuzzy Bee Colony Optimization Algorithm Using an Interval Type-2 Fuzzy Logic System for Trajectory Control of a Mobile Robot [J].
Amador-Angulo, Leticia ;
Castillo, Oscar .
ADVANCES IN ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, MICAI 2015, PT I, 2015, 9413 :460-471
[4]   A comparative study of type-1 fuzzy logic systems, interval type-2 fuzzy logic systems and generalized type-2 fuzzy logic systems in control problems [J].
Castillo, Oscar ;
Amador-Angulo, Leticia ;
Castro, Juan R. ;
Garcia-Valdez, Mario .
INFORMATION SCIENCES, 2016, 354 :257-274
[5]  
Jamil Momin, 2013, International Journal of Mathematical Modelling and Numerical Optimisation, V4, P150
[6]   Optimization of interval type-2 fuzzy logic controllers for a perturbed autonomous wheeled mobile robot using genetic algorithms [J].
Martinez, Ricardo ;
Castillo, Oscar ;
Aguilar, Luis T. .
INFORMATION SCIENCES, 2009, 179 (13) :2158-2174
[7]  
Martínez-Marroquín R, 2009, STUD COMPUT INTELL, V256, P247
[8]   Ant colony optimization with dynamic parameter adaptation based on interval type-2 fuzzy logic systems [J].
Olivas, Frumen ;
Valdez, Fevrier ;
Castillo, Oscar ;
Gonzalez, Claudia I. ;
Martinez, Gabriela ;
Melin, Patricia .
APPLIED SOFT COMPUTING, 2017, 53 :74-87
[9]  
Perez J., 2015, IEEE C EV COMP
[10]  
Perez J, 2016, NAT INSPIR DES HYBRI, V667, P385