Parallel Genetic Algorithm Based on Fuzzy Controller for Design Problems

被引：0

作者：

Gladkov, Leonid ^{[1
]}

Leyba, Sergey ^{[1
]}

Gladkova, Nadezhda ^{[1
]}

Lezhebokov, Andrey ^{[1
]}

机构：

[1] Southern Fed Univ, Rostov Na Donu, Russia

来源：

ARTIFICIAL INTELLIGENCE PERSPECTIVES IN INTELLIGENT SYSTEMS, VOL 1 | 2016年 / 464卷

关键词：

Genetic algorithm; Fuzzy logic; Computer-aided design; Optimization; Parallel computing;

D O I：

10.1007/978-3-319-33625-1_14

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper a method of joint solutions of placement and routing problems of digital equipment elements is offered. The authors suggested a new approach on the basis of evolutionary algorithm (EA) integration and a fuzzy control model of algorithm parameters. A fuzzy logical controller structure is described in the article. A model of parallel evolutionary algorithm is developed. To synchronize parallel computations, you proposed to use a modified migration operator. To confirm the method effectiveness a brief program description is reviewed.

引用

页码：147 / 156

页数：10

共 14 条

[1]

Ah King R. T. F., 2004, 2004 IEEE International Conference on Networking, Sensing and Control (IEEE Cat. No.04EX761), P577

[2] Parallelism and evolutionary algorithms [J].

Alba, E ;

Tomassini, M .

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (05) :443-462

[3]

Cohoon James, 2003, NAT COMP SER, P683, DOI 10.1007/978-3-642-18965-4_27

[4]

Gladkov L., 2014, P IEEE E W DES TEST, P209

[5] Electronic Computing Equipment Schemes Elements Placement Based on Hybrid Intelligence Approach [J].

Gladkov, L. A. ;

Gladkova, N. V. ;

Leiba, S. N. .

INTELLIGENT SYSTEMS IN CYBERNETICS AND AUTOMATION THEORY, VOL 2, 2015, 348 :35-44

[6]

Gladkov L. A., 2010, Genetic Algorithms

[7]

Herrera F, 2003, SOFT COMPUT, V7, P545, DOI [10.1007/S00500-002-0238-Y, 10.1007/S00500-002-0238-y]

[8] Adaptive crossover, mutation and selection using fuzzy system for genetic algorithms [J].

Im, Soung-Min ;

Lee, Ju-Jang .

ARTIFICIAL LIFE AND ROBOTICS, 2008, 13 (01) :129-133

[9]

LEE MA, 1993, SECOND IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, P612, DOI 10.1109/FUZZY.1993.327418

[10]

LEE MA, 1993, PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON GENETIC ALGORITHMS, P76

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