Title :
Modified bat algorithm with quaternion representation
Author :
Fister, Iztok ; Brest, Janez ; Fister, Iztok, Jr. ; Yang, Xin-She
Author_Institution :
University of Maribor, Faculty of Electrical Engineering and Computer Science, Smetanova 17, 2000 Maribor
Abstract :
This paper introduces a modified bat algorithm using quaternion representation of individuals. Quaternions are a number system, which extends complex numbers. They are successfully applied to problems of theoretical physics and to those areas needing fast rotation calculations. We propose the application of quaternions in optimization, more precisely, we have been using quaternions for representation of individuals in bat algorithm belonging to a swarm intelligence family. It is expected that the problems with stagnation in swarm intelligence should be reduced or even eliminated. We believe that this representation could successfully be applied also to the other swarm intelligence and evolutionary algorithms.
Keywords :
Linear programming; Optimization; Particle swarm optimization; Quaternions; Sociology; Statistics; bat algorithm; evolutionary computation; quaternion; representation of individuals; swarm intelligence;
Conference_Titel :
Evolutionary Computation (CEC), 2015 IEEE Congress on
Conference_Location :
Sendai, Japan
DOI :
10.1109/CEC.2015.7256930