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Agus Junaidi
Universitas Bina Sarana Informatika
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Journal : Bulletin of Informatics and Data Science

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Waste Classification using EfficientNetB3-Based Deep Learning for Supporting Sustainable Waste Management Agustiani, Sarifah; Junaidi, Agus; Aryanti, Riska; Kamil, Anton Abdul Basah
Bulletin of Informatics and Data Science Vol 4, No 1 (2025): May 2025
Publisher : PDSI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61944/bids.v4i1.108

Abstract

Waste management is a critical issue in sustainable development, particularly in large urban areas that generate a high volume of waste daily. One of the main challenges is the absence of a fast, accurate, and efficient waste sorting system. This study aims to develop a waste classification model using deep learning based on the EfficientNetB3 architecture to support more sustainable waste management. The model was trained on a dataset obtained from a Kaggle repository, consisting of 4,650 images evenly distributed across six waste categories: batteries, glass, metal, organic, paper, and plastic (775 images per class). The training and evaluation were conducted using a supervised image classification approach. The model achieved an overall accuracy of 93%, with average precision, recall, and F1-score values of 93%. Among all categories, organic waste achieved the highest F1-score (0.99), followed by paper (0.97) and batteries (0.97), while plastic and metal categories obtained F1-scores of 0.89. These results demonstrate that the EfficientNetB3 architecture is effective in performing multi-class waste classification. This model has the potential to be implemented in camera-based waste sorting systems such as smart bins or automated recycling units, thereby contributing to the reduction of unprocessed waste and supporting the achievement of Sustainable Development Goal (SDG) 12: responsible consumption and production
Co-Authors -, Rahmaniar AA Sudharmawan, AA Abdul Muin Sibuea Afandi, Marwan Agus Junaidi agusniati, Agusniati Agustiani, Sarifah ahmad yani Ahmad Yani Ahmad Yani Aji Miftahus Salim Alfonsus Sinamo Ali Mustopa, Ali Alif Rahman AMRI, MOHAMAD SYAIFUL Andi Saryoko Angga Eko Pratama Anis Suryatri AS, Usman Asyiri, Syekh Mohammad Auliabahri, Ananda Putri Azis, Mochammad Abdul Baharuddin Baharuddin Bakti Dwi Waluyo Butar Butar, Abdul Hakim Candra Sumirat Cucu Ika Agustyaningrum Delani, Desta Denny Haryanto Sinaga Derlina . Devi Angelina Simaremare Dewi Kartika Dewi Kartika Diah Puspitasari Dikki Miswanda DINA AMPERA Dio Caisar Darma Dodi Suryanto, Eka Donna Setiawati Efendi Napitupulu Emiliana, Meutia Raissa Fachry Abda El Rahman Fadilah, Iwan Fany Visella Fawzim, Ahmad febryan_wiraputra febryan Firdaus Idam Fitrayuda Rivaldy Fitriadi Fitriadi Frisma Handayanna Frisma Handayanna Gustin Setyaningsih Halawa, Ratakan Berkat Hardiyan Hardiyan Harun Sitompul Haryani Haryani Haryani Henry Januar Saputra, Henry Januar Ikha Listyarini Indra Cahyadi, Catra Indra Permana Putra intan Jananto Watori Jesica Yolanda Br. Sibarani K, Abd Hamid K, Abdul Hamid Kamil, Anton Abdul Basah Keristiana Sinaga, Enny Khairahmi, Khairahmi Khairul Khairul, Khairul Khairunnisa Zakaria Lesmana, Dicky Mariati Mariati Maruloh Mochammad Abdul Azis Muhammad Amin Munthe, Erayana Mustaqim, Bima Mustopa, Ali Ningrum, Eri Widya Opetu, Demitila Okola Pangaribuan, Wanapri Popon Handayani Popon Handayani Pribadi, Denny Priyagus, Priyagus Putri, Rizky Rachma R Mursid RACHMAT HIDAYAT Rachmat Hidayat Rahmaniar Rahmaniar, Rahmaniar Ramadan, Angga Riski Ramadhan, Khoiru Iqbal Ratna Tanjung Riska Aryanti Rizki Wahyudi Rizky Syahputra Rudianto Rudianto Ryan Juska Pratama S.M Santi Winarsih Sahat Siagian Samsidar Tanjung Samsiyatun Samsiyatun Samudi Samudi Sandra Jamu Kuryanti Saputra, Agus Saputra, Muhammad Fadhlan Sari, Debby Kaumala Setyaningsih, Indah Sinaga, Irma Aprilda Siti Khoiriyah Siti Khotimatul Wildah Siti Marlina Siti Nur Khasanah Sobari, Irwan Agus Sopiyan Dalis Sri Adelila Sari Sriadhi Sriadhi, Sriadhi St Wulan Aprianti Sulistiyah Suwarman, S Suwarno Suwarno SYAHPUTRA, MUHAMMAD RIZKI Syekh Mohammad Asyiri Tarigan, Adi Sastra P Tatang Bisri Teguh Febri Sudarma, Teguh Febri Usman AS Wahyudin Wahyudin Wahyudin Wahyudin Yahaya, Wan Ahmad Jaafar Wan Yosefa Hutajulu, Olnes Yoseph Tajul Arifin Yunita yunita yunita Yunita Yunita Zakaria, Khairunnisa