Genetic algorithm is a global probability search algorithm developed by simulating the biological natural selection and genetic evolution mechanism and it has excellent global search ability, however, in practical applications, premature convergence occurs easily in the genetic algorithm. This paper proposes an self-adaptive multi-peak immune genetic algorithm (SMIGA) and this algorithm integrates immunity thought in the biology immune system into the evolutionary process of genetic algorithm, uses self-adaptive dynamic vaccination and provides a downtime criterion, the selection strategy of immune vaccine and the construction method of immune operators so as to promote the population develop towards the optimization trend and suppress the degeneracy phenomenon in the optimization by using the feature information in a selective and purposive manner. The simulation experiment shows that the method of this paper can better solve the optimization problem of multi-peak functions, realize global optimum search, overcome the prematurity problem of the antibody population and improve the effectiveness and robustness of optimization.
| Published by | Universitas Ahmad Dahlan |
| Journal Name | Perfecting a Video Game with Game Metrics |
| Contact Phone | - |
| Contact Name | Nizirwan Anwar |
| Contact Email | nizirwan.anwar@esaunggul.ac.id |
| Location | Kota yogyakarta, Daerah istimewa yogyakarta INDONESIA |
| Website | TELKOMNIKA| http://journal.uad.ac.id/index.php/TELKOMNIKA| |
| ISSN | ISSN : 16936930, EISSN : 23029293, DOI : http://dx.doi.org/10.12928/telkomnika.v16i3.7209, |
| Core Subject | Science, |
| Meta Subject | Computer Science & IT, |
| Meta Desc | Submitted papers are evaluated by anonymous referees by single blind peer review for contribution, originality, relevance, and presentation. The Editor shall inform you of the results of the review as soon as possible, hopefully in 10 weeks. Please notice that because of the great number of submissions that TELKOMNIKA has received during the last few months the duration of the review process can be up to 14 weeks. Communication Engineering, Computer Network and System Engineering, Computer Science and Information System, Machine Learning, AI and Soft Computing, Signal, Image and Video Processing, Electronics Engineering, Electrical Power Engineering, Power Electronics and Drives, Instrumentation and Control Engineering, Internet of Things (IoT) |
| Penulis | Li, Qingzhao , Jiang, Fei |
| Publisher Article | Universitas Ahmad Dahlan |
| Subtitle Article | TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 14, No 2: June 2016 |
| Scholar Google | http://scholar.google.com/scholar?q=%2Bintitle%3A&… |
| View Article | http://journal.uad.ac.id/index… |
| DOI | https://doi.org/10.12928/telkomnika… |
| DOI Number | DOI: 10.12928/telkomnika.v14i2.2753 |
| Download Article [1] | http://journal.uad.ac.id/index.php/TELKO… |
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