التفاصيل البيبلوغرافية
| العنوان: |
On the randomization of indices selection for differential evolution |
| المؤلفون: |
Šenkeřík, Roman, Pluháček, Michal, Viktorin, Adam, Kadavý, Tomáš |
| المصدر: |
Advances in Intelligent Systems and Computing |
| بيانات النشر: |
Springer Verlag |
| سنة النشر: |
2017 |
| المجموعة: |
Tomas Bata University Zlin: TBU publications / Univerzita Tomáše Bati ve Zlíně |
| مصطلحات موضوعية: |
Burgers map, Complex dynamics, Deterministic chaos, Differential evolution, Lozi map, Randomization |
| الوصف: |
This research deals with the hybridization of two softcomputing fields, which are the chaos theory and evolutionary algorithms. This paper investigates the utilization of the two-dimensional discrete chaotic systems, which are Burgers and Lozi maps, as the chaotic pseudo random number generators (CPRNGs) embedded into the selected heuristics, which is differential evolution algorithm (DE). Through the utilization of either chaotic systems or identical identified pseudo random number distribution, it is possible to fully keep or remove the hidden complex chaotic dynamics from the generated pseudo random data series. Experiments are focused on the extended investigation, whether the different randomization types with different pseudo random numbers distribution or hidden complex chaotic dynamics providing the unique sequencing are more beneficial to the heuristic performance. This research utilizes set of 4 selected benchmark functions, and totally four different randomizations; further results are compared against canonical DE. © Springer International Publishing AG 2017. ; P103/15/06700S, GACR;GAČR, Grantová Agentura České Republiky ; Grant Agency of the Czech Republic - GACR [P103/15/06700S]; NPU I by the Ministry of Education of the Czech Republic [MSMT-7778/2014]; European Regional Development Fund under the Project CEBIA-Tech [CZ.1.05/2.1.00/03.0089]; Internal Grant Agency of Tomas Bata University [IGA/CEBIA-Tech/2017/004] |
| نوع الوثيقة: |
conference object |
| اللغة: |
English |
| العلاقة: |
https://link.springer.com/chapter/10.1007/978-3-319-57261-1_53Test; Advances in Intelligent Systems and Computing; http://publikace.k.utb.cz/handle/10563/1007375Test |
| الإتاحة: |
http://publikace.k.utb.cz/handle/10563/1007375Test |
| رقم الانضمام: |
edsbas.939A606D |
| قاعدة البيانات: |
BASE |
