ACADSTAFF UGM

CREATION
Title : MODIFIED PARTICLE SWARM OPTIMIZATION WITH CHAOS-BASED PARTICLE INITIALIZATION AND LOGARITHMIC DECREASING INERTIA WEIGHT
Author :

MURINTO (1) Prof. Drs. Agus Harjoko, M.Sc., Ph.D. (2) Prof. Dra. Sri Hartati, M.Sc., Ph.D. (3) Prof. Drs. Projo Danoedoro, M.Sc., Ph.D. (4)
Date : 0 2021
Keyword : Chaos-based, Logarithmic Decreasing Inertia Weight, Particle Swarm Optimization Chaos-based, Logarithmic Decreasing Inertia Weight, Particle Swarm Optimization
Abstract : The global optimization problem can be solved using one of the algorithms, namely Particle swarm optimization (PSO). The PSO algorithm is a population optimization based on swarm intelligence, which has been widely studied and is widely applied to various problems. However, PSO is often trapped in local optimal and premature convergence on complex multimodal function problems. To solve this problem, a variant of particle swarm optimization involves the chaos maps mechanism strategy and the inertia weight of standard particle swarm optimization. Chaos map is used to produce uniform particle distribution to improve the quality of the initial position of the particles. While the inertia weight used here is logarithmic decreasing inertia weight (LogDIW) to help the algorithm get out of the local optimal and make the particles continue to search in other areas of the solution space. Extensive experiments on six well-known benchmark functions with different dimensions show that the proposed PSO is superior or very competitive to several other PSO variants in dealing with complex multimodal problems.
Group of Knowledge : Ilmu Komputer
Original Language : English
Level : Internasional
Status :
Published
Document
No Title Document Type Action
1 home-icicel.pdf
Document Type : [PAK] Halaman Cover
[PAK] Halaman Cover View
2 Editorial board - ICIC-EL.pdf
Document Type : [PAK] Halaman Editorial
[PAK] Halaman Editorial View
3 turnitin-MODIFIED PSO.pdf
Document Type : [PAK] Cek Similarity
[PAK] Cek Similarity View
4 ICIC-EL-16-02 Modified PSO - lengkap-PAK-low.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View
5 murinto_lulus1.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
6 murinto_lulus2.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View