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Evanita Evanita, Evanita
Department Of Informatics Engineering, Faculty Of Engineering, Universitas Muria Kudus
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Journal : INOVTEK Polbeng - Seri Informatika

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Implementation of Convolutional Neural Network Algorithm in Recyclable Waste Recognition to Support Environmental Management Yuliana Fitriani; Evanita, Evanita; Akbar Riadi, Aditya
INOVTEK Polbeng - Seri Informatika Vol. 10 No. 2 (2025): Juli
Publisher : P3M Politeknik Negeri Bengkalis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35314/drcjhg64

Abstract

Waste remains one of the unresolved environmental problems, primarily due to ineffective waste management in sorting and recycling processes. Many individuals are unaware of or do not have the time to identify recyclable types of waste. This study aims to develop a web-based system capable of automatically classifying waste types to support raising public awareness of the importance of recycling. The method used is a CNN with a total of 1,800 images divided into six classes: glass, paper, metal, plastic, organic, and residual. The dataset is split into 1,296 images for training, 144 for validation, and 360 for testing. Unlike previous studies that classified only two to three types of waste or were not web-based, this system combines classification of six categories with an interactive web interface that can be directly used by the public. The results show that the developed model achieved an accuracy of 90%, with the best performance in classifying organic waste. However, the model still has limitations such as sensitivity to variations in lighting, varying image capture angles, and visual similarities among certain waste types that can affect classification accuracy. These findings indicate that the proposed system has the potential to help the community manage waste more effectively and sustainably.
Co-Authors Aditya Akbar Riadi Agus Najmuddin Apriliyanti, Nurul Falah Arief Susanto Aulia Umi Hanifah Bakhar, Muhamad Dafiq Elok Noor Hannas Darsilowati Darsilowati Diana Ermawati Durrun Nada Amarylis Dwyan Akbar Putra Edi Noersasongko Esti Wijayanti Farich Al Azami Fera Anggraini Fistiana Gabriel Dwiki Ari Permadani Gunawan, Bagus Suseto Hanik Hidayati Hanun Dhiya Reswara, Rasyida Imam Syafaat Khabib Abdullah Khoirul Anam, Raikhan Khoirun Nisa', Nining Khusna, Nor Milatul Lovika Ardana Lovika Ardana Riswari Maori, Nadia Annisa Maulana Aditya Yusman Maulana Wijayanto Megatama, Christian Yoga Mohammad Dahlan, Mohammad Muhamad Bakhar Muhamad bakhar Bakhar Muhammad Imam Ghozali Muhammad Malik Hakim, Muhammad Malik Muhammad Ulin Nuha Oktavianus, Yohanes Putra Aprilian Prastianing Huda Ratih Nindyasari Ricardus Anggi Pramunendar Rizal Ramli, Rizal Rofiah, Tika Khofidhotur Salsabila, Karima Savitri Wanabuliandari Sekar Dwi Ardianti Septiani, Dwi Shofiana, Arista Sukmawati, Zesiy Risna Dewi Susanto, Arief Syukron, Muhammad Habib Tri Listyorini Tutik Khotimah Ulil Albab Verdinata, Rendy Antiya Vicki Yuda Mahendra Wahono, Robet Yuliana Fitriani