A novel approach on evolutionary dynamics analysis � A progress report
In this paper, we discuss the possibility of unique mutual fusion of evolutionary algorithms, complex networks, strange dynamics and hidden attractors. As demonstrated in many research papers, evolutionary algorithms are capable of very complex tasks such as chaotic system control, identification or...
Saved in:
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Published: |
Elsevier B.V.
2018
|
| Online Access: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85028324402&doi=10.1016%2fj.jocs.2017.08.010&partnerID=40&md5=08302cfe6e4bfc5b32d56aada250b847 http://eprints.utp.edu.my/21747/ |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| id |
my.utp.eprints.21747 |
|---|---|
| record_format |
eprints |
| spelling |
my.utp.eprints.217472018-08-01T02:05:33Z A novel approach on evolutionary dynamics analysis � A progress report Zelinka, I. Tomaszek, L. Vasant, P. Dao, T.T. Hoang, D.V. In this paper, we discuss the possibility of unique mutual fusion of evolutionary algorithms, complex networks, strange dynamics and hidden attractors. As demonstrated in many research papers, evolutionary algorithms are capable of very complex tasks such as chaotic system control, identification or synthesis and vice versa; chaos can also be observed in the evolutionary dynamics, as originally demonstrated by various researchers. We propose a novel approach on how to analyze and control dynamic of the evolutionary algorithm and also discuss the possibility of strange dynamics analysis that can be a part of dynamic of evolutionary algorithms. In any words, we propose to understand algorithms as a discrete dynamical system that exhibits a wide spectrum of the behavior that can be controlled and analyzed. © 2017 Elsevier B.V. Elsevier B.V. 2018 Article NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85028324402&doi=10.1016%2fj.jocs.2017.08.010&partnerID=40&md5=08302cfe6e4bfc5b32d56aada250b847 Zelinka, I. and Tomaszek, L. and Vasant, P. and Dao, T.T. and Hoang, D.V. (2018) A novel approach on evolutionary dynamics analysis � A progress report. Journal of Computational Science, 25 . pp. 437-445. http://eprints.utp.edu.my/21747/ |
| institution |
Universiti Teknologi Petronas |
| building |
UTP Resource Centre |
| collection |
Institutional Repository |
| continent |
Asia |
| country |
Malaysia |
| content_provider |
Universiti Teknologi Petronas |
| content_source |
UTP Institutional Repository |
| url_provider |
http://eprints.utp.edu.my/ |
| description |
In this paper, we discuss the possibility of unique mutual fusion of evolutionary algorithms, complex networks, strange dynamics and hidden attractors. As demonstrated in many research papers, evolutionary algorithms are capable of very complex tasks such as chaotic system control, identification or synthesis and vice versa; chaos can also be observed in the evolutionary dynamics, as originally demonstrated by various researchers. We propose a novel approach on how to analyze and control dynamic of the evolutionary algorithm and also discuss the possibility of strange dynamics analysis that can be a part of dynamic of evolutionary algorithms. In any words, we propose to understand algorithms as a discrete dynamical system that exhibits a wide spectrum of the behavior that can be controlled and analyzed. © 2017 Elsevier B.V. |
| format |
Article |
| author |
Zelinka, I. Tomaszek, L. Vasant, P. Dao, T.T. Hoang, D.V. |
| spellingShingle |
Zelinka, I. Tomaszek, L. Vasant, P. Dao, T.T. Hoang, D.V. A novel approach on evolutionary dynamics analysis � A progress report |
| author_facet |
Zelinka, I. Tomaszek, L. Vasant, P. Dao, T.T. Hoang, D.V. |
| author_sort |
Zelinka, I. |
| title |
A novel approach on evolutionary dynamics analysis � A progress report |
| title_short |
A novel approach on evolutionary dynamics analysis � A progress report |
| title_full |
A novel approach on evolutionary dynamics analysis � A progress report |
| title_fullStr |
A novel approach on evolutionary dynamics analysis � A progress report |
| title_full_unstemmed |
A novel approach on evolutionary dynamics analysis � A progress report |
| title_sort |
novel approach on evolutionary dynamics analysis � a progress report |
| publisher |
Elsevier B.V. |
| publishDate |
2018 |
| url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85028324402&doi=10.1016%2fj.jocs.2017.08.010&partnerID=40&md5=08302cfe6e4bfc5b32d56aada250b847 http://eprints.utp.edu.my/21747/ |
| _version_ |
1738656332478676992 |
| score |
13.211869 |