Applying artificial intelligence for cellular networks optimization

被引:0
|
作者
Semenova, Olena O. [1 ]
Semenov, Andriy O. [1 ]
Bisikalo, Oleg V. [1 ]
Kucheruk, Volodymyr Yu. [1 ]
Kulakov, Pavel I. [1 ]
Romaniuk, Ryszard [2 ]
Komada, Pawel [3 ]
Nurseitova, Karlygash [4 ]
机构
[1] Vinnytsia Natl Tech Univ, Vinnytsia, Ukraine
[2] Warsaw Uniwers Technol, Warsaw, Poland
[3] Lublin Univ Technol, Lublin, Poland
[4] East Kazakhstan State Tech Univ, Ust Kamenogorsk, Kazakhstan
关键词
Artificial Intelligence; WCDMA; access; CALL ADMISSION CONTROL;
D O I
10.1117/12.2536857
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Artificial Intelligence may be used to solve complex technical and practical problems. Moreover, such Artificial Intelligence techniques as Fuzzy Systems, Artificial Neural Networks, Evolutionary and Genetic Algorithms have a great potential in providing optimization, prediction and management of communication system in a dynamic wireless environment. Artificial Intelligence approach provides optimized results in a challenging task of the call admission control process in cellular networks. The paper proposes a methodology for developing a genetic neuro-fuzzy controller for call admission in cellular networks. A structure of the access fuzzy controller was suggested. Linguistic variables, their terms as well as membership functions for input and output values were determined. A rule base was proposed. A Neuro-fuzzy System on the base of the fuzzy-controller was designed and simulated. A genetic algorithm was proposed for optimizing the rule base.
引用
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页数:8
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