Artificial root foraging optimizer algorithm with hybrid strategies
Joint Authors
Liu, Junfei
Liu, Yang
Ma, Lianbo
Tian, Liwei
Source
Saudi Journal of Biological Sciences
Issue
Vol. 24, Issue 2 (28 Feb. 2017), pp.268-275, 8 p.
Publisher
Publication Date
2017-02-28
Country of Publication
Saudi Arabia
No. of Pages
8
Main Subjects
Topics
Abstract EN
In this work, a new plant-inspired optimization algorithm namely the hybrid artificial root foraging optimizion (HARFO) is proposed, which mimics the iterative root foraging behaviors for complex optimization.
In HARFO model, two innovative strategies were developed: one is the root-to-root communication strategy, which enables the individual exchange information with each other in different efficient topologies that can essentially improve the exploration ability; the other is co-evolution strategy, which can structure the hierarchical spatial population driven by evolutionary pressure of multiple sub-populations that ensure the diversity of root population to be well maintained.
The proposed algorithm is benchmarked against four classical evolutionary algorithms on well-designed test function suites including both classical and composition test functions.
Through the rigorous performance analysis that of all these tests highlight the significant performance improvement, and the comparative results show the superiority of the proposed algorithm.
American Psychological Association (APA)
Liu, Yang& Liu, Junfei& Ma, Lianbo& Tian, Liwei. 2017. Artificial root foraging optimizer algorithm with hybrid strategies. Saudi Journal of Biological Sciences،Vol. 24, no. 2, pp.268-275.
https://search.emarefa.net/detail/BIM-776463
Modern Language Association (MLA)
Liu, Yang…[et al.]. Artificial root foraging optimizer algorithm with hybrid strategies. Saudi Journal of Biological Sciences Vol. 24, no. 2 (Feb. 2017), pp.268-275.
https://search.emarefa.net/detail/BIM-776463
American Medical Association (AMA)
Liu, Yang& Liu, Junfei& Ma, Lianbo& Tian, Liwei. Artificial root foraging optimizer algorithm with hybrid strategies. Saudi Journal of Biological Sciences. 2017. Vol. 24, no. 2, pp.268-275.
https://search.emarefa.net/detail/BIM-776463
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 275
Record ID
BIM-776463