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A New Magnetotactic Bacteria Optimization Algorithm Based on Moment Migration.
- Source :
- IEEE/ACM Transactions on Computational Biology & Bioinformatics; Jan/Feb2017, Vol. 14 Issue 1, p15-26, 12p
- Publication Year :
- 2017
-
Abstract
- Magnetotactic bacteria is a kind of polyphyletic group of prokaryotes with the characteristics of magnetotaxis that make them orient and swim along geomagnetic field lines. Its distinct biology characteristics are useful to design new optimization technology. In this paper, a new bionic optimization algorithm named Magnetotactic Bacteria Moment Migration Algorithm (MBMMA) is proposed. In the proposed algorithm, the moments of a chain of magnetosomes are considered as solutions. The moments of relative good solutions can migrate each other to enhance the diversity of the MBMMA. It is compared with variants of PSO on standard functions problems. The experiment results show that the MBMMA is effective in solving optimization problems. It shows better or competitive performance compared with the variants of PSO on most of the tested functions in this paper. [ABSTRACT FROM PUBLISHER]
Details
- Language :
- English
- ISSN :
- 15455963
- Volume :
- 14
- Issue :
- 1
- Database :
- Complementary Index
- Journal :
- IEEE/ACM Transactions on Computational Biology & Bioinformatics
- Publication Type :
- Academic Journal
- Accession number :
- 121196563
- Full Text :
- https://doi.org/10.1109/TCBB.2015.2453949