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All Journal Lontar Komputer: Jurnal Ilmiah Teknologi Informasi Jurnal Ilmiah Informatika Komputer Techno.Com: Jurnal Teknologi Informasi Jurnal Penelitian Pendidikan Jurnal Sistem dan Informatika Scientific Journal of Informatics CESS (Journal of Computer Engineering, System and Science) ILKOM Jurnal Ilmiah Jurnal Ilmiah ILKOMINFO - Ilmu Komputer & Informatika Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Jurnal Computer Science and Information Technology (CoSciTech) Jurnal Senopati : Sustainability, Ergonomics, Optimization, and Application of Industrial Engineering Simpatik: Jurnal sistem Informasi dan Informatika Unnes Journal of Mathematics Jurnal ilmiah teknologi informasi Asia
Florentina Yuni Arini, Florentina Yuni
Fakultas Matematika Dan Ilmu Pengetahuan Alam, Universitas Negeri Semarang
Computer Science & IT Decision Sciences, Operations Research & Management Education Engineering Industrial & Manufacturing Engineering Mathematics

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Optimizing K-Means Using Greylag Goose Optimization Algorithm for Household Energy Consumption Pattern Segmentation Arini, Florentina Yuni; Heryansyah, Ahmad Rozaq; Dewanti, Rahima Ratna; Saputro, Rizky Aulia Adi; Romadhoni, Awan Saputra; Wibowo, Muhammad Lutfi; Ardiansyah, Ikhsan; Duankhan, Poomin
ILKOM Jurnal Ilmiah Vol 17, No 3 (2025)
Publisher : Prodi Teknik Informatika FIK Universitas Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33096/ilkom.v17i3.2851.302-311

Abstract

Electricity is a crucial resource in everyday life, and rising household energy demand requires smarter monitoring and management approaches. Analyzing consumption data enables the discovery of typical energy usage behaviors that support efficient resource planning. Clustering techniques are widely used to group usage profiles without predefined categories, with K-Means being one of the most popular methods because of its speed and practical implementation. However, this algorithm is highly dependent on the initial centroid selection and may generate inaccurate grouping results if trapped in local optima. To overcome these drawbacks, this research combines K-Means with the Greylag Goose Optimization (GGO) algorithm, a nature-inspired metaheuristic that simulates the adaptive navigation and social coordination of migratory grey geese. By enhancing both exploration and exploitation, GGO improves the accuracy of centroid placement and overall clustering performance. The research utilized Individual Household Electric Power Consumption dataset, which consists of minute-by-minute measurements of several electrical attributes. After preprocessing and exploratory analysis, clustering was executed using three approaches: conventional K-Means, GGO, and a hybrid K-Means–GGO model. Based on the Silhouette Score evaluation, clustering performance improved significantly from 0.6236 with standard K-Means to 0.9675 using the hybrid approach. The resulting segmentation provides deeper insights into household consumption behaviors.
Co-Authors Abdurrafi, Muhammad Agus Setyawan Ahmad Rozaq Heryansyah Alamsyah - Amin Suyitno Anggraeni, Dinda Ayu Ardiansyah, Ikhsan Astagina, Paramesti Awan Saputra Romadhoni Dewanti, Rahima Ratna Djuanda, Lyon Ambrosio Duankhan, Poomin Endang Sugiharti, Endang Fadhlullah, Muhammad Azzam Fajariansyah, Ridwan Fatiha Misbah, Mutia Zahra Firdaus Zahid, Ahmad Galvin Haryolukito Pambudi, Fawwaz Hernawan, Yoga Heryansyah, Ahmad Rozaq Irfan, Mohammad Syarif Isa Akhlis Isnaeni, Siti Julianto, Richy Kristianto, Ananda Hisma Putra Maloringan, Ariel James Mardlootillah, Hanif Ilmi Much Aziz Muslim Muhammad Lutfi Wibowo Mukti, Asteen Retno Nafi', Raihan Muhammad Naryapramono, Afrilza Daffa Niratha, I Gede Ardhy Pambudi, Fawwaz Haryolukito Pastika, Puan Bening Putra, Fatih Akbar Alim Putriaji Hendikawati Rafi, Dhifansa Pradibtya Raharjo, Bagus Purbo Rahima Ratna Dewanti Ramadhan, Farhan Husyen Ramadhan, Taufiqur Ramdhani, Khusnun Najwa Rifan, Slamet Rinandi, Tyto Rizky Aulia Adi Saputro Romadhoni, Ahmad Mustofa Hadi Romadhoni, Awan Saputra Ryo Pambudi Said, Danish Adli El Saputro, Rizky Aulia Adi Sari, Yuliana Mustika Satria, Diva Sihombing, Nico Anselmus Supriyono Supriyono Tiadah, Muthia Nis Toharo, Munajid Varindya Ditta Iswari Warianta, Dwi Tatang Whisnu Ulinnuha Setiabudi, Whisnu Ulinnuha Wibowo, Muhammad Lutfi Wicaksono, Aufa Putra