Solving Steel Alloying Using Differential Evolution and SOMA

被引：0

作者：

Holis, Michal ^{[1
]}

Skanderova, Lenka ^{[1
]}

Placek, Martin ^{[1
]}

Dvorsky, Jiri ^{[1
]}

Zelinka, Ivan ^{[1
]}

机构：

[1] Tech Univ Ostrava, Dept Comp Sci, Ostrava 70833, Czech Republic

来源：

COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT, CISIM 2013 | 2013年 / 8104卷

关键词：

steel alloying; evolutionary algorithms; Differential evolution; SOMA; ORGANIZING MIGRATION ALGORITHM; PARTICLE SWARM OPTIMIZATION; MUTATION;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper proposes method for solving steel alloying problem using evolution algorithms SOMA and differential evolution. Both algorithms belong to the family of the evolution algorithms but the main ideas of these algorithms are different. In differential evolution new offspring is created during the evolution, the individuals are crossed and mutated, while in SOMA the individuals move in the space of the possible solutions and the mutation is replaced by perturbation. The main goal of this paper is to discover how much these algorithms are usable and suitable to solve the problem of steel alloying.

引用

页码：453 / 464

页数：12

共 21 条

[1] DESAMC+DocSum: Differential evolution with self-adaptive mutation and crossover parameters for multi-document summarization
Alguliev, Rasim M.
Aliguliyev, Ramiz M.
Isazade, Nijat R.
[J]. KNOWLEDGE-BASED SYSTEMS, 2012, 36 : 21 - 38
[2] [Anonymous], 2008, ADV DIFFERENTIAL EVO
[3] [Anonymous], 2003, Linear programming 2: Theory and Extensions
[4] Performance evaluation of proposed Differential Evolution and Particle Swarm Optimization algorithms for scheduling m-machine flow shops with lot streaming
Chakaravarthy, G. Vijay
Marimuthu, S.
Sait, A. Naveen
[J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2013, 24 (01) : 175 - 191
[5] Chengfo S., 2012, 2012 IEEE INT C MAY, P142
[6] Self-organizing migration algorithm applied to machining allocation of clutch assembly
Coelho, Leandro dos Santos
[J]. MATHEMATICS AND COMPUTERS IN SIMULATION, 2009, 80 (02) : 427 - 435
[7] Differential Evolution for automatic rule extraction from medical databases
De Falco, Ivanoe
[J]. APPLIED SOFT COMPUTING, 2013, 13 (02) : 1265 - 1283
[8] Ghosh A., 2013, IRONMAK STEELMAK, V7th
[9] Kadlec P, 2011, RADIOENGINEERING, V20, P804
[10] Koloseni D, 2013, ADV INTELL SYST, V188, P103

← 1 2 3 →