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All Journal Journal of Information Systems Engineering and Business Intelligence SISFOTENIKA METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Informasi Interaktif Journal of Information Systems and Informatics Jurnal Cahaya Mandalika Jurnal Ilmiah Wahana Pendidikan Joong-Ki : Jurnal Pengabdian Masyarakat Jurnal Pengabdian Masyarakat Jurnal Ilmu Komputer dan Teknologi (IKOMTI) J-LEE - Journal of Law, English, and Economics SEMINAR NASIONAL PENELITIAN DAN PENGABDIAN KEPADA MASYARAKAT Jurnal Pengabdian Pada Masyarakat METHABDI SAGA: Journal of Technology and Information Systems Journal of Advanced Health Informatics Research JMMR (Jurnal Medicoeticolegal dan Manajemen Rumah Sakit) Joong-Ki Informasi interaktif : jurnal informatika dan teknologi informasi Joong-Ki Unnes Journal of Public Health ADVANCE INFORMATICS RESEARCH JOURNAL Intelligent Systems and Robotics
Wirasto, Anggit
Department Of Informatics, Universitas Harapan Bangsa, Banyumas, Indonesia
Religion Agriculture, Biological Sciences & Forestry Humanities 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 Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Klasifikasi Jenis Sampah Berbasis Convolutional Neural Network dengan Optimasi Hyperparameter Tuning Arsitektur Mobilenet Dimas Febri Kuncoro; Anggit Wirasto; Deny Nugroho Triwibowo
METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Vol. 9 No. 1 (2025): METHOMIKA: Jurnal Manajemen Informatika & Komputersisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/jmika.Vol9No1.pp130-144

Abstract

Waste management in Indonesia faces significant challenges with an increasing volume reaching approximately 175,000 tons per day. Public awareness of the dangers associated with improper waste disposal remains low, as many continue to litter indiscriminately. Waste sorting is the most effective method, involving separation based on waste types. Manual waste sorting is nonetheless inefficient, as it requires large spaces, substantial labor, and is prone to errors. This study aims to develop a waste classification model based on Convolutional Neural Network (CNN) with hyperparameter tuning optimization for the MobileNet architecture. The research adopts the Cross-Industry Standard Process for Data Mining (CRISP-DM) methodology and utilizes datasets from three waste categories organic, inorganic, and hazardous and toxic materials (B3) sourced from open Kaggle datasets. Model training was conducted using the MobileNet architecture with hyperparameter tuning optimization and resulting in optimal parameters Adam optimizer, learning rate of 0.01, batch size of 32, and 256 neurons. The results show that the model achieved 96% accuracy before optimization which increased by 2% to 98% after optimization. The model demonstrated high computational efficiency with the number of floating-point operations per second reaching 1.146 GFLOPS.
Co-Authors Abdul Ghofur Afrig Aminuddin Ali Sya'bana Syukurillah Amanah Tri Wulandari Ananda Nur Syifa Apitiadi, Satyo Dwi Arif Muttakin Arif Setia Sandi A. Arlina Dewi Arlina Dewi Bambang Sumantri, R Bagus Benny Krisbiantoro Chairunnisa Al-Majra Ratri Anandita Deny Nugroho Triwibowo Deny Nugroho Triwibowo Deuis Nur Astrida Dewi, Trisna Setya Dhanar Intan Surya Saputra Dhanar Intan Surya Saputra Dimas Febri Kuncoro Dinar Mustofa Dinar Mustofa Herman Yuliansyah Iis Setiawan Mangkunegara Imam Ahmad Ashari Imam Ahmad Ashari, Imam Ahmad Jatmiko Indriyanto Khoirun Nisa Krisbiantoro, Benny Kuncoro, Dimas Febri Kusuma, Velizha S Mangku Negara, Iis Setiawan Merlinda Wibowo Muhammad Baballe Ahmad Muhammad Soali Mustofa, Dinar Nurdhini, Gina Pandega, Dimas Marsus Prayoga, Agung Purwono, Purwono Raden Bagus Bambang Sumantri Rahmasari Adi Putri Imaniati Retno Agus Setiawan Ridho Islami Achmadi Sandi Najib Iskandar Soali, Muhammad Sony Kartika Wibisono Sukma Indrayana, Andri Supriyatin Supriyatin Tendean, Angelia Friska Titi Christiana Triwibowo, Deny Nugroho