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All Journal Indonesian Journal of Electronics and Instrumentation Systems TEKNIK INFORMATIKA Semantik International Conference on Engineering and Technology Development (ICETD) Explore: Jurnal Sistem Informasi dan Telematika (Telekomunikasi, Multimedia dan Informatika) Jurnal Informatika Jurnal Informatika JOIV : International Journal on Informatics Visualization Jurnal Komputasi Prosiding Seminar Nasional Darmajaya CCIT (Creative Communication and Innovative Technology) Journal JUSIM (Jurnal Sistem Informasi Musirawas) Applied Technology and Computing Science Journal Jurnal Ilmiah Permas: Jurnal Ilmiah STIKES Kendal Journal of Information Systems and Technology Research Sewagati: Jurnal Pengabdian Masyarakat Indonesia RISTEC : Research in Information Systems and Technology Jurnal Teknologi dan Informatika (JEDA) Jurnal Alih Teknologi Komputer (ALTEK) Jurnal Alih Teknologi Sistem Informasi (JATSI) Journal of Informatics, Electrical and Electronics Engineering Jurnal Pengabdian UMKM Laporan Upaya Nyata Inovasi Ilmu Komputer (LUNIK) PENGAMATAN: Jurnal Pengabdian Masyarakat untuk Ilmu MIPA dan Terapannya
Yodhi Yuniarthe
Prodi Informatika, Fakultas Komputer, Universitas Mitra Indonesia, Lampung
Aerospace Engineering Agriculture, Biological Sciences & Forestry Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Nursing Public Health Social Sciences Veterinary Other

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Journal : Journal of Information Systems and Technology Research

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Application of Bio-Inspired Particle Swarm Optimization Algorithm for Production Scheduling Optimization Yuniarthe, Yodhi; Purnomo, Rosyana Fitria; Sari, Resy Anggun; Dirayati, Fadhilah; Hartanto, M Budi
Journal of Information Systems and Technology Research Vol. 4 No. 2 (2025): May 2025
Publisher : Ali Institute or Research and Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55537/jistr.v4i02.1132

Abstract

Production scheduling is a fundamental aspect of manufacturing systems that significantly affects operational efficiency, resource allocation, and delivery performance. Traditional scheduling methods often struggle to solve complex, dynamic scheduling problems, resulting in suboptimal job sequencing and increased makespan. This research aims to develop a hybrid optimization algorithm by integrating Particle Swarm Optimization (PSO) and Genetic Algorithm (GA) to address inefficiencies in job shop scheduling. The proposed hybrid PSO-GA method leverages the global exploration ability of PSO and the local refinement strength of GA. The algorithm was tested on several benchmark datasets using performance metrics such as makespan, tardiness, and machine utilization. Experimental results demonstrate that the hybrid approach achieved a 12.7% improvement over standard PSO and a 15.4% improvement over GA in terms of makespan. The convergence curve also showed stable and faster optimization. These findings confirm that the hybrid PSO-GA model provides a more effective and robust solution for complex production scheduling and has strong potential for real-time application in Industry 4.0 environments
Co-Authors Adelita, Ira Admi Syarif agus kurniawan syah Agus Wantoro Andriansyah, Beny Apri Candra Widyawati Arie Oktavianto Arie Setya Putra Arie Setya Putra Arini, Esty Prawita Arlisa, Yoana Brajanoto, Destoprani Brojonoto, Destroprani Budi Hartanto budi hartanto Destanto, Tri Dina Haryati Dirayati, Fadhilah Dwi Nurahman dwi yunita, hilda Eko Hendro Pramono, Doni Fahurian, Fatimah Fawa’ati, Teuku Muhamad Fawa’ati, Teuku Muhammad Hairudin, Hairudin Hartanto, M Budi Hartanto, MB Hendri, Romi Heni Sulistiyani Hilda Dwi Yunita Icha Nuari Idris Asmuni Iin Marliana Ikhwan, Akhmad Ivan Febrianda Khoiriah, Nisaul Khozainuz Zuhri M Budi Hartanto M. Budi Hartanto, M. Budi M.Budi Hartanto Machudor Yusman marliana, iin Marlina, Iin Nanda Putra Wicaksono Oktaria, Eka Travilta Purnomo, Rosyana Fitria Ramandhita Herdianto Resy Anggun Sari Rifan Wahyudi Romi Hendr Romi Hendri Romi Hendri Rosyana Fitria Purnomo Rosyana Fitria Purnomo Rudi Setiawan Sari, Resy Anggun selipuri Septiono Septiono Shofi, Imam Marzuki Sri Ipnuwati Sukri, Hamdan Sumaryo Gitosaputro syah, agus kurniawan Syah, Muhamad Arnando Triyugo Winarko Triyugo Winarko, Triyugo Warsito Warsito Wati, Deva Imelda Setia Wengrum, Tyas D Yonaldo Anggara Yuli Syafitri Yulistina Yulistina