Article Per Year (5 Year)
p-Index From 2021 - 2026
7.763
P-Index
This Author published in this journals
All Journal International Journal of Electrical and Computer Engineering International Journal of Applied Power Engineering (IJAPE) Jurnal Sosial Ekonomi Pertanian Bulletin of Electrical Engineering and Informatics JSI: Jurnal Sistem Informasi (E-Journal) Telematika Al Ishlah Jurnal Pendidikan Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research Jurnal Informatika IJCIT (Indonesian Journal on Computer and Information Technology) Jurnal Teknik Komputer AMIK BSI Paradigma Jurnal Komputasi Kinerja: Jurnal Ekonomi dan Manajemen JKTP: Jurnal Kajian Teknologi Pendidikan JURNAL SINEKTIK LIABILITIES (JURNAL PENDIDIKAN AKUNTANSI) Jurnal Elektronika dan Telekomunikasi Jurnal Sisfokom (Sistem Informasi dan Komputer) community: Pengawas Dinamika Sosial Jurnal Nasional Komputasi dan Teknologi Informasi JURNAL TEKNOLOGI DAN ILMU KOMPUTER PRIMA (JUTIKOMP) Jurnal Mantik Jurnal Infortech Reswara: Jurnal Pengabdian Kepada Masyarakat Journal of Computer Science and Engineering (JCSE) Jurnal Graha Pengabdian Jurnal Teknologi Informatika dan Komputer Jurnal Sistem Informasi Abditeknika - Jurnal Pengabdian Kepada Masyarakat Jurnal Abdimas Ekonomi dan Bisnis Reputasi: Jurnal Rekayasa Perangkat Lunak IMTechno: Journal of Industrial Management and Technology Conten : Computer and Network Technology Journal of Electrical Vocational Teacher Education Jurnal Neuroanestesi Indonesia PELS (Procedia of Engineering and Life Science) Jurnal Media dan Teknologi Pendidikan Jurnal Komputer Teknologi Informasi Sistem Komputer (JUKTISI) Jurnal Ilmu Ekonomi Mulawarman (JIEM) JURNAL PENGABDIAN PENDIDIKAN MASYARAKAT (JPPM) Info Abdi Cendekia Finger : Jurnal Ilmiah Teknologi Pendidikan SATIN - Sains dan Teknologi Informasi Jurnal Komputer Antartika Bulletin of Informatics and Data Science Informatics and Software Engineering (ISE) INOVASI: Jurnal Ekonomi, Keuangan, dan Manajemen Vocational: Journal of Educational Technology Journal Of Biology Education Research (JBER) Jurnal Informatika
Agus Junaidi
Universitas Bina Sarana Informatika
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Public Health Social Sciences Transportation Other

Published : 82 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Bulletin of Informatics and Data Science

 1 
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 Ayu Wahyuni Azis, Mochammad Abdul Baharuddin Baharuddin Bakti Dwi Waluyo Butar Butar, Abdul Hakim Candra Sumirat Catra Indra Cahyadi 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 Faez Syahroni Fany Visella Fawzim, Ahmad febryan_wiraputra febryan Firdaus Idam Fitrayuda Rivaldy Fitriadi Fitriadi Frisma Handayanna Frisma Handayanna Gustin Setyaningsih Halawa, Ratakan Berkat Halimatun, Futria Hardiyan Hardiyan Harun Sitompul Haryani Haryani Haryani Henry Januar Saputra, Henry Januar Hutabarat, Hot Marindo 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 Mansur Mariati Mariati Maruloh Maulana, Syukran Meutia Raissa Emiliana Mochammad Abdul Azis Muhammad Amin Muhammad Junaidi Munthe, Erayana Mustaqim, Bima Mustopa, Ali Ningrum, Eri Widya Nur Hafid, Ardika Nur ‘Azah Opetu, Demitila Okola Pangaribuan, Wanapri Panjaitan, Albert 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 Rachma Putri Rizky Syahputra Rudianto Rudianto Ryan Juska Pratama S.M Santi Winarsih Saddam Saddam, Saddam Sahat Siagian Samsidar Tanjung Samsiyatun Samsiyatun Samudi Sandra Jamu Kuryanti Saprijal, Saprijal 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, Sriadhi St Wulan Aprianti Sulistiyah Suwarman, S Suwarno Suwarno SYAHPUTRA, MUHAMMAD RIZKI Syekh Mohammad Asyiri Tambunan, Arsita Devi 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 Yusra Jamali Zakaria, Khairunnisa