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A novel cultural algorithm for real-parameter optimization.
- Source :
- International Journal of Computer Mathematics; Sep2016, Vol. 93 Issue 9, p1541-1563, 23p
- Publication Year :
- 2016
-
Abstract
- The intellects-masses optimizer (IMO) is a new variant of cultural algorithm, which is used to solve continuous numerical optimization problems. The proposed method divides its population into two sub-populations, one that contains the fittest individuals (called theintellects) and the other sub-population, which includes the rest of the individuals in the population (called themasses). The two sub-populations evolve in parallel and influence each other. IMO is a simple, easy to code approach that has few, easy to tune parameters. The performance of IMO is investigated on 25 problems; five of them are real-world engineering problems and six high-dimensional problems. IMO is compared with 6 otherstate-of-the-artswarm intelligence approaches on the 25 problems. The results show that IMO generally outperforms the other approaches. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 00207160
- Volume :
- 93
- Issue :
- 9
- Database :
- Complementary Index
- Journal :
- International Journal of Computer Mathematics
- Publication Type :
- Academic Journal
- Accession number :
- 116509996
- Full Text :
- https://doi.org/10.1080/00207160.2015.1067309