scholarly journals Do Evolutionary Algorithm Dynamics Create Complex Network Structures?

2011 ◽  
Vol 20 (2) ◽  
pp. 127-140 ◽  
Author(s):  
Ivan Zelinka ◽  
Donald Davendra ◽  
Senkerik Roman ◽  
Jasek Roman ◽  
◽  
...  
Keyword(s):  
Evolutionary Algorithm ◽  
Complex Network ◽  
Network Structures

On Mutual Relations amongst Evolutionary Algorithm Dynamics and Its Hidden Complex Network Structures

2016 ◽  
pp. 319-342 ◽  
Author(s):  
Ivan Zelinka
Keyword(s):  
Evolutionary Algorithms ◽  
Complex Networks ◽  
Evolutionary Algorithm ◽  
Evolutionary Computation ◽  
Complex Network ◽  
Deterministic Chaos ◽  
Main Idea ◽  
Network Structures ◽  
Research Complex ◽  
Mutual Relations

In this chapter, we do synthesis of three partially different areas of research: complex networks, evolutionary computation and deterministic chaos. Ideas, results and methodologies reported and mentioned here are based on our previous results and experiments. We report here our latest results as well as propositions on further research that is in process in our group (http://navy.cs.vsb.cz/). In order to understand what is the main idea, lets first discuss an overview of the two main areas: complex networks and evolutionary algorithms.

On Mutual Relations amongst Evolutionary Algorithm Dynamics and Its Hidden Complex Network Structures

2016 ◽  
pp. 215-239 ◽  
Author(s):  
Ivan Zelinka
Keyword(s):  
Evolutionary Algorithms ◽  
Complex Networks ◽  
Evolutionary Algorithm ◽  
Evolutionary Computation ◽  
Complex Network ◽  
Deterministic Chaos ◽  
Main Idea ◽  
Network Structures ◽  
Research Complex ◽  
Mutual Relations

In this chapter, we do synthesis of three partially different areas of research: complex networks, evolutionary computation and deterministic chaos. Ideas, results and methodologies reported and mentioned here are based on our previous results and experiments. We report here our latest results as well as propositions on further research that is in process in our group (http://navy.cs.vsb.cz/). In order to understand what is the main idea, lets first discuss an overview of the two main areas: complex networks and evolutionary algorithms.

Evolutionary algorithms dynamics and its hidden complex network structures

2014 ◽  
Author(s):  
Ivan Zelinka ◽  
Donald Davendra ◽  
Jouni Lampinen ◽  
Roman Senkerik ◽  
Michal Pluhacek
Keyword(s):  
Evolutionary Algorithms ◽  
Complex Network ◽  
Network Structures

Analysis of the Synergistic Effects of Failures in Complex Network Structures

2021 ◽  
Author(s):  
Georgy Grebenyuk ◽  
Nikolay Lubkov ◽  
Alexander Roschin ◽  
Leonid Sereda
Keyword(s):  
Complex Network ◽  
Synergistic Effects ◽  
Network Structures

Differential Evolution Dynamic Analysis in the Form of Complex Networks

2016 ◽  
pp. 285-318 ◽  
Author(s):  
Lenka Skanderova ◽  
Ivan Zelinka
Keyword(s):  
Evolutionary Algorithms ◽  
Differential Evolution ◽  
Complex Networks ◽  
Dynamic Analysis ◽  
Evolutionary Algorithm ◽  
Complex Network ◽  
Novel Method

In this work, we investigate the dynamics of Differential Evolution (DE) using complex networks. In this pursuit, we would like to clarify the term complex network and analyze its properties briefly. This chapter presents a novel method for analysis of the dynamics of evolutionary algorithms in the form of complex networks. We discuss the analogy between individuals in populations in an arbitrary evolutionary algorithm and vertices of a complex network as well as between edges in a complex network and communication between individuals in a population. We also discuss the dynamics of the analysis.

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