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All Journal Infotech Journal JOIN (Jurnal Online Informatika) SMARTICS Journal JITK (Jurnal Ilmu Pengetahuan dan Komputer) JITTER (Jurnal Ilmiah Teknologi Informasi Terapan) PROCEEDING STIMA Jurnal Nasional Komputasi dan Teknologi Informasi IJISTECH (International Journal Of Information System & Technology) Jurnal Teknik Elektro dan Komputer TRIAC Abdimas Galuh: Jurnal Pengabdian Kepada Masyarakat BERNAS: Jurnal Pengabdian Kepada Masyarakat IJISTECH Journal of Applied Computer Science and Technology (JACOST) Decode: Jurnal Pendidikan Teknologi Informasi Unram Journal of Community Service (UJCS) Seminar Nasional Hasil Riset dan Pengabdian (SNHRP) Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) Industrial Research Workshop and National Seminar J-ENSITEC (Journal of Engineering and Sustainable Technology) MDP Student Conference SENAPAS Greenation International Journal of Engineering Science Seminar Nasional Teknologi dan Multidisiplin Ilmu Jurnal Informatika: Jurnal Pengembangan IT Greenation International Journal of Engineering Science SEMINAR TEKNOLOGI MAJALENGKA (STIMA)
Harun Sujadi
Universitas Majalengka, Majalengka
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Journal : JOIN (Jurnal Online Informatika)

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Random Forest-Based Classification of Greywater Filtration Media for Intelligent Biofiltration Systems Sujadi, Harun; Subandi, Dipa; Nurdiana, Nunu
JOIN (Jurnal Online Informatika) Vol 10 No 2 (2025)
Publisher : Department of Informatics, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/join.v10i2.1623

Abstract

The increasing volume of domestic wastewater, particularly greywater, has raised the demand for intelligent and adaptive treatment systems to support efficient water reuse. This study aims to develop a classification model for filtration media types (physical, chemical, and biological) based on water quality data using the Random Forest algorithm. Initial labeling was conducted using the K-Means Clustering method on a publicly available dataset simulated as greywater, based on ten key water quality parameters relevant to irrigation and environmental standards. Model evaluation demonstrated excellent classification performance, with a macro F1-score reaching 0.97 and consistent results in both 5-fold and 10-fold cross-validation. These findings indicate that the proposed model can be integrated into an IoT-based biofiltration system as an automated classification logic to support adaptive, efficient, and reusable household wastewater treatment in the context of irrigation.
Co-Authors Aas Nuraisah Abdullah, Fatwa Muhammad Maulid Abdurahman, Dede Abghi Firas Isdiana Abghi Firas Isdiana Ade Bastian adi oksifa rahma harti Adie Iman Nurzaman Ady Kurniawan Aji Permana Alamsyah, Firhan Medina Anis Nurul Fitria Anis Nurul Fitria Aqis Mutaqin Ardi Mardiana Ariandoyo, Dodi Arief Rijaluddin Arsyziyad, Mohammad Nushayr Ayu Sunengsih Azkiya, Muhammad Azkal Badhel, Yasser Gibran Billy Adrian Fernanda Bisri Mustofa Budiman Cecep Roni Citra Devi Nurmala Dadan Zaliluddin Dede Maulana Deffy Susanti Destiani, Putri Diana Surya Didi Jubaedi Didin Adianto Dimar Pateman Dony Susandi Endah Prihartini Engkos Koswara Fahmi Nurbani Fahrudin, Muhammad Faizah, Putri Alya Nur Firmansyah Firmansyah Firmansyah Hendriyanto Fitria, Anis Nurul Fitriani, Nadila Fitriyani, Rofi Gary Gibran Amnesty Haq, Rosdiana Harti, Adi Oksifa Rahma Hermawan, Dicky Ida Marina Ida Marina Ida Marina, Ida Ii Sopiandi, Ii Ilva Laela Sari Indra Permana, Indra Indriana, Kovertina Rakhmi Intan Kusumadewi Irfan Maulana Putra Jabbar, Fathir Abdul Jidan Fauzan Fitrian Karina Agisni Widyastuti Karmila, Mita Karnia - Khoerunissa, Salsa Koswara, Engkos Kusumadewi, Intan Latiful Abror Lazuardi, Mochamad Farziki M Syarif Abdurrohman Mardina, Ardi Martin, Kurnia Muhamad Dendi Purwanto Muhamad Dendi Purwanto Muhammad Dziya Dhiyauddin Muhammad Fahrudin Mulyana Nugraha, Faisol Nunu Nurdiana Nunu Nurdiana Nunu Nurdiana Nunu Nurdiana, Nunu Nurfajriah, Riska Nurhilda, Pebby Nurhimah, Enung Nursandi Nursandi Oo Satia Pafsi Paisal Pafsi Paisal Pangestu, Arki Aji Permana, Iip Indra Prahara, Ervin Gusti Dwi Purwanto, Muhamad Dendi Rama Muhamad Azizi Reyna Indra Maulana Reyna Indra Maulana Riepah, Ipah Rivki Anja Afrenda Riza M Yunus Riza M. Yunus Salwa, Alya Jihan Siti Masitoh Sri Andayani Sri Ayu Andayani Subandi, Dipa Sudjana, Muhammad Ridwan Shaleh Suhendri Suhendri . Tantri Wahyuni Tantri Wayuni Tarsono, Ano Tri Ferga Prasetyo Wahono, Syiffa Safiera Wahyuni, Kartika Sri Whydiantoro Wildan Rohmanudin Winda Nur Hamidah Wiranagari, Relifa G Yayat Hendrayana, Yayat Yayat Nurhidayat Yoga Herawan Yoga Yuniadi Yuli Nurmalasari Yunus, Riza M Yusup Saepul Anam Zalsahra, Rendy