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Edi Kurniawan
Pusat Penelitian Informatika - LIPI
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Journal : Meteor STIP Marunda

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Literature Review of Particle Swarm Optimization Edi Kurniawan; Diana Alia; Henna Nurdiansari; Putra, Sofyan
Meteor STIP Marunda Vol 17 No 2 (2024): December
Publisher : Pusat Penelitian dan Pengabdian kepada Masyarakat (P3M) STIP Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36101/msm.v17i2.382

Abstract

Optimization methods are crucial methods in a process because optimization methods can solve complex problems. One of the most effective optimization methods to achieve optimal solutions is Particle Swarm Optimization (PSO), an algorithm inspired by the social behavior of animals. Where, the PSO algorithm is a particle (parable an animal) that has been initialized will move continuously updating its position based on a combination of two factors, namely the attraction towards the individual's best position (pBest) and the attraction towards the global best position (gBest) until it reaches the position optimal. Particle movement is influenced by three main control parameters, namely cognitive coefficient (c1), social coefficient (c2), and inertial weight (ω) in order to produce optimal values ​​without being trapped in local solutions. The advantages of PSO compared to other optimal methods such as the Firefly Algorithm (FA) and Gray Wolf Optimizer (GWO) are its convergence speed and ability to handle non-linear problems with noise. This makes PSO good for applying to complex problems such as solving non-linear mathematical model problems, optimizing fuzzy controllers, optimizing exhaust gas emission parameters and engine performance on ships.
Co-Authors Adam Andika Wisesa Ade Taufan Ahmad Faqih Supriyadin Ahmad Fauzi Ahmad Tantoni Aji Pamungkas Akhmad Kasan Gupron Akhmad Khasan Gupron Alamsyah Pohan Alia, Diana Ambran Hartono Ambran Hartono Andi Irwan Benardi Andika Yogi Pratama Anisarida, An An Apik Budi Santoso Aprillia Findayani Ardin Fajar Tri Admaja Argitha Aricindy Arisusanty, Dian Junita Arman Surya Wibowo Asregi Asril Azis Riskian Azmi AZMI AZMI Bagus Indra Pramana Widya Putra Bahmid Bangkit Risang Nugroho Bayu Rahmiyarto Ar-Ridho Bojes Bagus Prastowo Dewi Maharani Dhimas Bayu Kuncoro Dianasari, Eka Lenggang Dirhamsyah Dirhamsyah Dirneti Diyah Purwitasari Dwi Nata, Anggri Dwi Putri Musdansi, Dwi Putri Dyah Ratnaningsih Eddi Eddi Edi Purnomo Egi Agustandi Ellianawati Erni Suharini Erycha Finda Rizkyardina Fahad Abdulloh Bin Ahmad Faris Nofandi Fathur Rossi Fauzan Haqiqi Fauzi Fauzi Frenki Imanto Garry Laksmana Ghedza Natava Blesynky Exzin Gilang Khrisna Murti Gun Faisal Hafid Arrafi Hafudiansyah, Edward Handesman Handesman Handoko, Supri Hartati, Nina Hendra Adinanta Ida Martini Alriani Ignatius Sudarto Hasugian Indrawan Indrawan Intan Noviarni Jalu Ahmad Prakosa Juhadi Juhadi Julizar Mauttaqin Jumriana Rahayu Ningsih Khairiyah, Karunia Yulinda Khairul Imtihan Khairun Najib Kustanto, Jaka Septian M Nico Hardianto M Tomy Iskandar M. Dahri M. Iqbal Arsyad M.Taufik Razali Mahaputri Nadya Setyasih Marlina Ardianti Marlon Brando Maulana Al Fikri Meyci Trisna Meyci Trisna Miftahul Husna Mochammad Zaqi Arif Mohammad Syifauddin Muchamad Dafip Muhammad Dahri Muhiri Mujriah Nadira Putri Sephia Nadzifa, Riska Nafisah Nurul Laili Nafisah Nurulrahmatia Nayaka Yumna Giani Ni Kadek Sri Prameswari Nina Hartati Nina Hartati Nizarrachman Hadi Nofri Yuhelman Nofriadi Nofriadi Novrico Susanto nuraeni, lia Nurdiansari, Henna Nurhapsa Nurlaila Nurul Islamy Nurul Rahmadani Nurwijayanti Pande Gede Agus Parsana Yudha Puji Muniarty Putra, Sofyan Putri Siak Cahyani Rahmadi Rahmadi Rika Fitriani Rindawan, Salabi, dan Baiq Susdiana Fibrianti Risdianto Risdianto Risnawati Rizal Tabriez Tsaqiefudin Rizqi Aini R Rizqi Aini Rakhman Rohvi Iriyanti, Nabella Eka Putri Romanda Annas Amrullah Rosa Murwindra, Rosa Rusydi Rusydi salman al farizi Samsul Huda Setiawan, Felix Shobrina Fitri Shofa Dai Robbi Siti Mashitoh, Anjar Siti Masreah Bernas Siti Nurul Aidil Fitri Sri Mulyanto Surono Surono Suryadi Syapril Janizar Taufig Widianto Taufiq Razali Teguh Pribadi Tisrin maulina dewi Trisnowati Rahayu Ustami Panjaitan Wahyu Hidayat Wasino Wasino Wasino Zainal Abidin