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All Journal MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Scientific Journal of Informatics Jurnal Inspiration KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) JOIV : International Journal on Informatics Visualization Journal of Information Technology and Computer Science INTEGER: Journal of Information Technology JPP IPTEK (Jurnal Pengabdian dan Penerapan IPTEK) Prosiding Seminar Nasional Sains dan Teknologi Terapan Jurnal Mantik Jurnal Teknologi Informasi dan Terapan (J-TIT) TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Teknik Informatika (JUTIF) Jurnal Ilmiah Teknologi Informasi dan Robotika Jurnal Teknologi dan Manajemen Parta: Jurnal Pengabdian Kepada Masyarakat KERNEL: Jurnal Riset Inovasi Bidang Informatika dan Pendidikan Informatika Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) West Science Social and Humanities Studies NERO (Networking Engineering Research Operation)
Gusti Eka Yuliastuti
Institut Teknologi Adhi Tama Surabaya
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Journal : Jurnal Teknik Informatika (JUTIF)

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Prediction Of Clay Mining Production Value Using Linear Regression Model With Multi-Swarm Particle Swarm Optimization Yuliastuti, Gusti Eka; Kurniawan, Muchamad; Pratikto, Dimas; Moneter, Mochamad Rizky
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 3 (2025): JUTIF Volume 6, Number 3, Juni 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.3.3443

Abstract

The progress of a nation or a country can be recognized from its income through various industries inside. Mining refers to one of the most advanced industries in Indonesia. The majority of mining in Indonesia is open-pit mining which is exposed directly to the sky. This study focuses on modeling data from rainfall, working hours, and production yields. It employed the Multi-Swarm Particle Swarm Optimization (MSPSO) algorithm to find multiple linear regression modeling by minimizing the Mean Squared Error (MSE) value. The value for the production results was then predicted using the existing multiple linear regression model. In terms of testing, the best model having an MSE of 288.0656 occurred at the parameters of Npop 180, acceleration coefficient 1 by 0.7, acceleration coefficient 2 by 0.7, acceleration coefficient 3 by 0.7, wmin 4, wmax 9 within 100 iterations.
Co-Authors Achmad Basyari Mushthofa Achmad Febrianto Adjie Prasetyo Nugroho Agung Mustika Rizki Agung Mustika Rizki, Agung Mustika Alphinda Rahma Safira Nisa' Andi M. A. K. Parewe Andy Rachman Anwar Sodik, Anwar Ardiansah, Ferdi Ariansyah, Fernando Yoga ASHARI, FAISAL Assyarif, Rafli Abi Azizi, Ilham Habib Bamahri, Fakhirah Budi, Adib Pakar Citra Nurina Prabiantissa Danang Haryo Sulaksono Danang Haryo Sulaksono, Danang Haryo Dhian Satria Yudha Kartika Dhiyas Rakha Allam Allam Dian Puspita Hapsari dwi, Igusti Ngurah Eka Prakarsa Mandyartha Faisal Muttaqin Ferdinandus, Raka Panangkaran Fery Soewarianto Firmansyah, Mohammad Hafitz Firmansyah, Muhammad Farid Firmansyah, Muhammad Rafel Daffa Eka Firza Prima Aditiawan Habibullah, Maulana Ahmad Haryono Haryono Hendro Nugroho Hendro Nugroho, Hendro Hidra Amnur I Kadek Agus Ariyasa Ishardita Pambudi Tama Ismaya, Agam Sulaiman Issafira, Radissa Dzaky Jaya, Agam Kaisul Fuqara Dewanda Khoiri, Muhammad Kusuma, Ris Fani M. Fajar J. Kharisma Maulana, Fadhil Dias Maulana, Hendra Moneter, Mochamad Rizky Muchamad Kurniawan, Muchamad Muhammad Muharrom Al Haromainy Muhammad Rohman Muhammad Zazin Muttaqin, Faisal Nanang Fakhrur Rozi Ngaisah, Siti Nurlaili, Afina Lina Oktavyani, Adela Rizky Pamuji, Madadina Adilah Pradana, Andrean Firman Pratikto, Dimas Putra, Erico Maulana Putri, Chatarina Natassya Putri, Rahmi Rizkiana Qornain, Wafi Dzul Radissa Dzaky Issafira Rahmadianto, Ilyasa Nanda Rahmi Rizkiana Putri Rizki, Agung Mustika S Nurmuslimah, S Septiyawan Rosetya Wardhana Setiawan, Muhammad Charis Siti Agustini Siti Agustini, Siti Soedarto, Teguh Suthelie, Ryvana Wardhana, Septiyawan Rosetya Wayan Firdaus Mahmudy Weny Mistarika Rahmawati Wicaksono, Redi Nurdin Yunanda, Sita Fara Zaqiyah, Hafida Nur