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2018 MOTSA: A Multi-Objective Tree-Seed Algorithm

The Tree-Seed Algorithm, TSA for short, has been proposed for solving single-objective optimization algorithm by inspiring the relation trees and seeds in nature. In this study, its multi-objective variant tree-seed algorithm, MOTSA, is proposed for solving multi-purpose optimization problems by motivating its performance on single-objective problems. In order to overcome selection issue in multi-objective problems, the well-known strategies, non-dominated sorting and crowding distance, of NSGA-II has been integrated with the proposed MOTSA. By doing this, the highest quality solutions from the combined populations of trees and seeds are selected and transferred to the next generation. The MOTSA are applied to solve well-known three multi-objective benchmark problems and obtained results show that MOTSA is an alternative multi-objective optimization algorithm.

International Conference on Advanced Technologies, Computer Engineering and Science
ICATCES

Gül Özcan Ahmet Özkış Mustafa Servet Kıran

301 471
Subject Area: Computer Science Broadcast Area: International Type: Oral Paper Language: English
2018 Solving of constrained problems via multi-objective vortex search algorithm

In this study, multi-objective vortex search algorithm (MOVS), a new multi-objective metaheuristic optimizer, has been used to solve 3 different constrained benchmark problems. The performance of the MOVS algorithm is compared with NSGA-II, is a well-known multi-objective evolutionary algorithm, on different performance metrics. Obtained metric results show that the MOVS is a promising algorithm for solving multi-objective benchmarks. This study encourages researchers working on constrained mathematical or real-world problems to use the MOVS algorithm.

International Conference on Advanced Technologies, Computer Engineering and Science
ICATCES

Ahmet Özkış Gül Özcan Ahmet Babalik Mustafa Servet Kıran

259 270
Subject Area: Computer Science Broadcast Area: International Type: Oral Paper Language: English