The efficiency of using genetic algorithms to find optimized solutions
Journal Title: Vìsnik Nacìonalʹnogo unìversitetu "Lʹvìvsʹka polìtehnìka". Serìâ Ìnformacìjnì sistemi ta merežì - Year 2016, Vol 854, Issue
Abstract
In the article the theoretical principles were justified, methodological and practical recommendations to enhance the effectiveness of the information system were proposed. The analysis of the basic models of genetic algorithms to find the best solutions in the information system was suggested. The basic aspects of genetic algorithms for their use in evolutionary modeling were described. The genetic algorithm for handling the selection criteria and selection decisions required population was suggested. The existing approaches and methods of using genetic algorithms for solving multi-objective optimization are provided. The computational complexity of genetic algorithm search for optimal solutions were analysed.
Authors and Affiliations
Nataliya Boyko, Vladyslav Mykhailyshyn
Keywords
Related Articles
- EP ID EP577444
- DOI -
- Views 143
- Downloads 0
Analytical approaches for definition of functions with variable period and information technology for determining of Fourier coefficients
Main achievements of function theory with variable period have been described. The tasks aimed at their further study, namely the task of functions with variable period “approximation” Fourier series, and development the...
Intellectual Analysis of Transformation Process of the Algebra Algorithm Formulas
The processes of transforming the algorithm algebra formulas are described. The algorithm for calculation of geometrical parameters of unithrams is given. Synthesized, minimized, built a mathematical model and investigat...
The problem of optimal distribution of tasks between computers on the network
The efficient computational algorithm for optimal allocation of tasks between computers on the network has been developed. It has been designed by using dynamic programming method. The numerical example that demonstrates...
On the Problem of Complex Security System Management of Cyber-physical Systems
Models of information security (IS) management of cyber-physical systems (CPS) were analyzed according to ISO/IEC TR 13335 and ISO/IEC 27001, which are the basis for developing a management methodology of a complex secur...
Інформаційна технологія управління Web-ресурсом на основі нечіткої логіки
The method of content management as its life cycle stage based on fuzzy logic is proposed. The method of content management describes the commercial Web resources forming and automation technology that simplifies the con...