PROBABILISTIC CONSIDERATIONS UNDERLYING A NOVEL EVOLUTIONARY COMPUTATION

Ozer CİFTCİOGLU; Jelena DİKUN; Tahir Cetin AKİNCİ; Emine AYAZ

Article Details

PROBABILISTIC CONSIDERATIONS UNDERLYING A NOVEL EVOLUTIONARY COMPUTATION

Authors:

Ozer CİFTCİOGLU | Jelena DİKUN | Tahir Cetin AKİNCİ | Emine AYAZ

Publisher:

İstanbul Technical University

Main Topics:

Applied physics

Journal:

The Journal of Cognitive Systems 2016 Vol.1 Issue 1, pp.28-36

Document Type:

Article

Publication Date:

12/2016

Document Language:

English

Document ID (Org No.):

2000664960

Frequency:

Bi-Annual

pISSN:

2548-0650

Abstract:

 

multiobjective optimization but also for constraint optimization. Although there are several excellent papers on the penalty function approaches, up till now there is no clear method for the systematic selection of penalty parameters per constraint since the topic is quite elusive. The issues being well-realized, there are several researches addressing these issues to some extent. However, still, the robustness of these methods remains the main issue due to some newly added additional parameters subject to determination. This work endeavours to address this issue and first, it makes a systematic analysis. Following the analysis, it establishes a probabilistic approach as the issue is entirely in the domain of probability. According to the best knowledge of the authors, the approach is unique as to probabilistic treatment of the issue. The approach models the probability density of the random population throughout the generations and based on this, penalty parameters are determined following the probabilistic derivations. The theoretical considerations are substantiated by computer experiments and a demonstrative example is presented showing the salient effectiveness of the approach.

Article Details

PROBABILISTIC CONSIDERATIONS UNDERLYING A NOVEL EVOLUTIONARY COMPUTATION

Authors: Ozer CİFTCİOGLU | Jelena DİKUN | Tahir Cetin AKİNCİ | Emine AYAZ

Publisher: İstanbul Technical University

Main Topics: Applied physics

Journal: The Journal of Cognitive Systems 2016 Vol.1 Issue 1, pp.28-36

Document Type: Article

Publication Date: 12/2016

Document Language: English

Document ID (Org No.): 2000664960

Frequency: Bi-Annual

pISSN: 2548-0650

Issues

Authors:

Ozer CİFTCİOGLU | Jelena DİKUN | Tahir Cetin AKİNCİ | Emine AYAZ

Publisher:

İstanbul Technical University

Main Topics:

Applied physics

Journal:

The Journal of Cognitive Systems 2016 Vol.1 Issue 1, pp.28-36

Document Type:

Article

Publication Date:

12/2016

Document Language:

English

Document ID (Org No.):

2000664960

Frequency:

Bi-Annual

pISSN:

2548-0650