A Novel Bat Algorithm Based on Differential Operator and Lévy Flights Trajectory
Joint Authors
Xie, Jian
Chen, Huan
Zhou, Yongquan
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-03-17
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
Aiming at the phenomenon of slow convergence rate and low accuracy of bat algorithm, a novel bat algorithm based on differential operator and Lévy flights trajectory is proposed.
In this paper, a differential operator is introduced to accelerate the convergence speed of proposed algorithm, which is similar to mutation strategy “DE/best/2” in differential algorithm.
Lévy flights trajectory can ensure the diversity of the population against premature convergence and make the algorithm effectively jump out of local minima.
14 typical benchmark functions and an instance of nonlinear equations are tested; the simulation results not only show that the proposed algorithm is feasible and effective, but also demonstrate that this proposed algorithm has superior approximation capabilities in high-dimensional space.
American Psychological Association (APA)
Xie, Jian& Zhou, Yongquan& Chen, Huan. 2013. A Novel Bat Algorithm Based on Differential Operator and Lévy Flights Trajectory. Computational Intelligence and Neuroscience،Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-472823
Modern Language Association (MLA)
Xie, Jian…[et al.]. A Novel Bat Algorithm Based on Differential Operator and Lévy Flights Trajectory. Computational Intelligence and Neuroscience No. 2013 (2013), pp.1-13.
https://search.emarefa.net/detail/BIM-472823
American Medical Association (AMA)
Xie, Jian& Zhou, Yongquan& Chen, Huan. A Novel Bat Algorithm Based on Differential Operator and Lévy Flights Trajectory. Computational Intelligence and Neuroscience. 2013. Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-472823
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-472823