Drift analysis of mutation operations for biogeography-based optimization
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| 024 | 7 | 0 | |a 10.1007/s00500-014-1370-1 |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s00500-014-1370-1 | ||
| 245 | 0 | 0 | |a Drift analysis of mutation operations for biogeography-based optimization |h [Elektronische Daten] |c [Weian Guo, Lei Wang, Shuzhi Ge, Hongliang Ren, Yanfen Mao] |
| 520 | 3 | |a As an essential factor of evolutionary algorithms (EAs), mutation operator plays an important role in exploring the search space, maintaining the diversity of individuals and breaking away local optimums. In most standard evolutionary algorithms, the mutation operator is independent from the recombination operator. Nevertheless, in biogeography-based optimization (BBO), the mutation operator is affected not only by predefined constants but also by recombination models, namely the migration operator. However to date, the relationship between the mutation and migration has never been investigated. To reveal the relationship and evaluate the mutation models, we utilize drift analysis to investigate the expected first hitting time of BBO with different migration models. The analysis compares three different kinds of mutation models in a mathematical way and the conclusion is helpful for designing migration models of BBO. The simulation results are also in agreement with our analysis. | |
| 540 | |a Springer-Verlag Berlin Heidelberg, 2014 | ||
| 690 | 7 | |a Evolutionary algorithm |2 nationallicence | |
| 690 | 7 | |a Mutation operator |2 nationallicence | |
| 690 | 7 | |a Migration operator |2 nationallicence | |
| 690 | 7 | |a Biogeography-based optimization |2 nationallicence | |
| 690 | 7 | |a Drift analysis |2 nationallicence | |
| 690 | 7 | |a Expected first hitting time |2 nationallicence | |
| 700 | 1 | |a Guo |D Weian |u Sino-German College of Applied Science, Tongji University, 201804, Shanghai, China |4 aut | |
| 700 | 1 | |a Wang |D Lei |u Shanghai Key Laboratory of Financial Information Technology, Shanghai University of Finance and Economics, 200433, Shanghai, China |4 aut | |
| 700 | 1 | |a Ge |D Shuzhi |u Social Robotics Laboratory, Interactive Digital Media Institute, Electrical and Computer Engineering, National University of Singapore, 119077, Singapore, Singapore |4 aut | |
| 700 | 1 | |a Ren |D Hongliang |u Department of Biomedical Engineering, National University of Singapore, 117575, Singapore, Singapore |4 aut | |
| 700 | 1 | |a Mao |D Yanfen |u Sino-German College of Applied Science, Tongji University, 201804, Shanghai, China |4 aut | |
| 773 | 0 | |t Soft Computing |d Springer Berlin Heidelberg |g 19/7(2015-07-01), 1881-1892 |x 1432-7643 |q 19:7<1881 |1 2015 |2 19 |o 500 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s00500-014-1370-1 |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s00500-014-1370-1 |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Guo |D Weian |u Sino-German College of Applied Science, Tongji University, 201804, Shanghai, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Wang |D Lei |u Shanghai Key Laboratory of Financial Information Technology, Shanghai University of Finance and Economics, 200433, Shanghai, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Ge |D Shuzhi |u Social Robotics Laboratory, Interactive Digital Media Institute, Electrical and Computer Engineering, National University of Singapore, 119077, Singapore, Singapore |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Ren |D Hongliang |u Department of Biomedical Engineering, National University of Singapore, 117575, Singapore, Singapore |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Mao |D Yanfen |u Sino-German College of Applied Science, Tongji University, 201804, Shanghai, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Soft Computing |d Springer Berlin Heidelberg |g 19/7(2015-07-01), 1881-1892 |x 1432-7643 |q 19:7<1881 |1 2015 |2 19 |o 500 | ||