ACADSTAFF UGM

CREATION
Title : Adaptive Lévy Flower Pollination Algorithm for Multiple Objective Optimization
Author :

KADEK GEMILANG S (1) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. (2) Afiahayati, S.Kom., M.Cs., Ph.D (3)
Date : 0 2022
Keyword : Adaptive Lévy mutation,Adaptive operator selection,Flower pollination algorithm,Multiple objective problem Adaptive Lévy mutation,Adaptive operator selection,Flower pollination algorithm,Multiple objective problem
Abstract : The adaptive Lévy flower pollination algorithm (ALFPA) is a recent addition to variants of flower pollination algorithm (FPA). Despite its excellent performance on single-objective problem instances, it has shown inefficiency in the number of function evaluations (FE). Inspired by this, this paper proposed two algorithms extending ALFPA to solve multiple objective problems while also improving FE efficiency. The first algorithm proposed is ALFPA with non-dominated sorting denoted as MO-ALFPA alongside two variants which are proposed to improve its FE efficiency denoted as MO-ALFPAT and MO-ALFPAB. The second proposed algorithm, MOEA/D-ALFPA, uses a decomposition strategy instead of non-dominated sorting on MO-ALFPA. The empirical study on two benchmark suits shows that MO-ALFPAT and MOEA/D-ALFPA performed better than other methods. Furthermore, MO ALFPAT and MOEA/D-ALFPA produced the best results in three benchmark instances, based on the inverted generational distance indicator, and two and three best results based on the hypervolume indicator, respectively.
Group of Knowledge : Ilmu Komputer
Original Language : English
Level : Internasional
Status :
Published
Document
No Title Document Type Action
1 2022022814-2.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View
2 Surat Pernyataan Paper melibatkan mahasiswa- Kadek IJIES signed.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
3 Bukti Korespondensi MO-ALFPA Kadek.pdf
Document Type : [PAK] Bukti Korespondensi Penulis
[PAK] Bukti Korespondensi Penulis View
4 SuratPernyataan-Afiahayati-KadekGemilang.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
5 Cek Similaritas - Adaptive Lévy Flower Pollination Algorithm for Multiple Objective Optimization.pdf
Document Type : [PAK] Cek Similarity
[PAK] Cek Similarity View