A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems

Uymaz, Sait Ali; KOÇER, Havva Gül

A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems

Havva Gül KOÇER, (Selçuk University, Distance Education Application and Research Center, Konya, Turkey)

Sait Ali UYMAZ (Konya Technical University, Department of Computer Engineering, Konya, Turkey)

International Journal of Intelligent Systems and Applications in Engineering

7 1

Yıl: 2018 Cilt: 6 Sayı: 4 Sayfa Aralığı: 306 - 310 Metin Dili: İngilizce İndeks Tarihi: 24-09-2019

A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems

Öz:

Optimization technology is used to accelerate decision-making processes and to increase the quality of decision making inmanagement and engineering problems. The development technology has made real world problems large and complex. Many optimizationmethods that proposed for solving large-scale global optimization (LSGO) problems suffer from the “curse of dimensionality”, whichimplies that their performance deteriorates quickly as the dimensionality of the search space increases. Therefore, more efficient and robustalgorithms are needed. When literature on large-scale optimization problems is examined, it is seen that algorithms with effective globalsearch ability have better results. For the purpose, in this paper Modified Artificial Algae Algorithm (MAAA) is proposed by modifyingoriginal version of Artificial Algae Algorithm (AAA) inspiring by Differential Evolution Algorithm (DE)’s mutation strategies. AAA andMAAA are compared with each other by operating with the first 10 benchmark functions of CEC2010 Special Session on Large ScaleGlobal Optimization. The results show that hybridization process that applied by updating an additional fourth dimension with mutationstrategies of DE after the helical motion of the AAA algorithm, contributes exploration phase and improves the AAA performance onLSGO.

Anahtar Kelime:

Konular: Bilgisayar Bilimleri, Yapay Zeka

Belge Türü: Makale Makale Türü: Araştırma Makalesi Erişim Türü: Erişime Açık

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APA	KOÇER H, Uymaz S (2018). A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. , 306 - 310.
Chicago	KOÇER Havva Gül,Uymaz Sait Ali A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. (2018): 306 - 310.
MLA	KOÇER Havva Gül,Uymaz Sait Ali A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. , 2018, ss.306 - 310.
AMA	KOÇER H,Uymaz S A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. . 2018; 306 - 310.
Vancouver	KOÇER H,Uymaz S A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. . 2018; 306 - 310.
IEEE	KOÇER H,Uymaz S "A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems." , ss.306 - 310, 2018.
ISNAD	KOÇER, Havva Gül - Uymaz, Sait Ali. "A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems". (2018), 306-310.

APA	KOÇER H, Uymaz S (2018). A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. International Journal of Intelligent Systems and Applications in Engineering, 6(4), 306 - 310.
Chicago	KOÇER Havva Gül,Uymaz Sait Ali A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. International Journal of Intelligent Systems and Applications in Engineering 6, no.4 (2018): 306 - 310.
MLA	KOÇER Havva Gül,Uymaz Sait Ali A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. International Journal of Intelligent Systems and Applications in Engineering, vol.6, no.4, 2018, ss.306 - 310.
AMA	KOÇER H,Uymaz S A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. International Journal of Intelligent Systems and Applications in Engineering. 2018; 6(4): 306 - 310.
Vancouver	KOÇER H,Uymaz S A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems. International Journal of Intelligent Systems and Applications in Engineering. 2018; 6(4): 306 - 310.
IEEE	KOÇER H,Uymaz S "A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems." International Journal of Intelligent Systems and Applications in Engineering, 6, ss.306 - 310, 2018.
ISNAD	KOÇER, Havva Gül - Uymaz, Sait Ali. "A Modified Artificial Algae Algorithm for Large Scale Global Optimization Problems". International Journal of Intelligent Systems and Applications in Engineering 6/4 (2018), 306-310.