MODIFICATION OF SPECIES-BASED DIFFERENTIAL EVOLUTION FOR MULTIMODAL OPTIMIZATION

Idrus, Said Iskandar Al and Syahputra, Hermawan and Firdaus, Muliawan (2015) MODIFICATION OF SPECIES-BASED DIFFERENTIAL EVOLUTION FOR MULTIMODAL OPTIMIZATION. In: The 2nd Innovation and Analytics Cofference & Exhibition (IACE) 2015, 29 Sept - 1 Oct 2015, Kedah, Malaysia.

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Official URL: https://doi.org/10.1063/1.4937031

Abstract

ABSTRACT At this time optimization has an important role in various fields as well as between other operational research, industry, finance and management. Optimization problem is the problem of maximizing or minimizing a function of one variable or many variables, which include unimodal and multimodal functions. Differential Evolution (DE), is a random search technique using vectors as an alternative solution in the search for the optimum. To localize all local maximum and minimum on multimodal function, this function can be divided into several domain of fitness using niching method. Species-based niching method is one of method that build sub-populations or species in the domain functions. This paper describes the modification of species-based previously to reduce the computational complexity and run more efficiently. The results of the test functions show species-based modifications able to locate all the local optima in once run the program.

Item Type: Conference or Workshop Item (Paper)
Keywords: Optimization; Multimodal function; Niching method
Subjects: Q Science > QA Mathematics
Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions: Fakultas Matematika dan Ilmu Pengetahuan Alam > Matematika
Depositing User: Mrs Harly Christy Siagian
Date Deposited: 08 May 2020 06:32
URI: http://digilib.unimed.ac.id/id/eprint/39256

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