Article Per Year (5 Year)
p-Index From 2021 - 2026
5.342
P-Index
This Author published in this journals
All Journal Techno.Com: Jurnal Teknologi Informasi Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Jurnal Dinamika Pengabdian (JDP) JTT (Jurnal Teknologi Terpadu) Paradigma International Journal of New Media Technology Jurnal ULTIMATICS Journal of Sustainable Engineering: Proceedings Series Seminar Nasional Teknologi Informasi Komunikasi dan Administrasi [SEMINASTIKA] Jurnal Ilmiah Intech : Information Technology Journal of UMUS Journal of Computer Networks, Architecture and High Performance Computing Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Teknik Informatika (JUTIF) JPM: JURNAL PENGABDIAN MASYARAKAT Jurnal Sains Indonesia DEVICE PROFICIO: Jurnal Pengabdian Masyarakat Pelita Teknologi : Jurnal Ilmiah Informatika, Arsitektur dan Lingkungan Jurnal Ilmiah SIGMA: Informatics Engineering Journal of UPB Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Pengabdian Pelitabangsa Journal of Artificial Intelligence and Digital Business Jurnal Lentera Pengabdian Proceeding International Pelita Bangsa International Journal of Educational and Life Sciences (IJELS) Jurnal Pelita Pengabdian SAINTEK
Aswan Supriyadi Sunge
Informatics Engineering Department, Faculty Of Engineering, Pelita Bangsa University, Indonesia
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Transportation Other

Published : 41 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 41 Documents
Search

 1   2   3   4   5 
the Comparative Analysis and Optimization of CNN and MobileNetV2 Using Data Augmentation and Fine-Tuning for Waste Classification Deas Aghellar; Aswan Supriyadi Sunge
ULTIMATICS Vol 18 No 1 (2026): Ultimatics : Jurnal Teknik Informatika
Publisher : Faculty of Engineering and Informatics, Universitas Multimedia Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31937/ti.v18i1.4687

Abstract

Waste management has become an increasingly critical environmental issue that requires effective technology-based solutions. One promising approach is the application of deep learning methods for automatic waste classification. This study aims to compare the performance of Convolutional Neural Network (CNN) and MobileNetV2 models, as well as to evaluate the impact of data augmentation and optimization techniques on model performance. The dataset consists of 2,527 waste images categorized into six classes: plastic, paper, glass, metal, cardboard, and trash. The training process incorporates data augmentation, transfer learning, and optimization techniques such as dropout, learning rate adjustment, and early stopping. Experimental results show that the CNN model achieves a validation accuracy of 48.5%, whereas MobileNetV2 attains 69.8%. Furthermore, MobileNetV2 demonstrates better generalization performance, indicated by a smaller gap between training and validation accuracy. These findings suggest that MobileNetV2 combined with appropriate optimization techniques is more effective than CNN for waste classification tasks. Keywords— CNN, Data Augmentation, MobileNetV2, Transfer Learning, Waste Classification
Co-Authors Abdul Halim Anshor Afriantoro, Irfan Agung Nugroho Agus Supriyadi Agus Suwarno Ahmad Turmudi Zy Aji, Prasetyo Wicaksono Amali, Amali Anggara, Bangkit Akbar Annisa Maulana Majid Anshor, Abdulhalim Antika Zahrotul Kamalia Aprilia Nur Sa'adah Arief Nugraha Arrafi Jehansyah Sobari Al'Ayubi Budiarto, Eko Christa Pratiwi Deas Aghellar Dendy K. Pramudito Dendy Pramudito Dodit Ardiatma Edora Edora Edora, Edora Edy Widodo Erdi Etty Zuliawati Zed Fatchan , Muhammad Fauziah , Sifa Febyan Sulastri Fitri Rezeki Hamdani Hamdani Hamzah Muhammad Mardi Putra Juan Fakhri Khalis Sofi Kurniasih, Nabila Listian Indriyani Achmad Miftahu Rizkiyah Miftahuljannah Muttaqin, Ahmad Fadhiil Nanang Susanto Nanang Tedi Kurniadi Nawangsih, Ismasari Naya, Candra Nugraha, Dimas Reza Pramudito, Dendy K. Pramudito, Dendy K. Pramudito Prasetyo, Sutrisno Aji Prasetyo, Sutrisno Aji Prasetyo Pratama, Nur Priyo, Basuki Edi R. R. Wening Ken Widodasih Riady, Sasmitoh Rahmad Rismawati Sari, Putri Anggun Septiawan Dwi Pramukti Suherman Suprapto Suprapto Suprapto Suprapto Sutrisno Aji Prasetyo Suzanna, Suzanna Tasya Yustira Tedi Kurniadi, Nanang Tedi, Nanang Tri Ngudi Wiyanto Tri Ngudi Wiyatno Tyas Ismi Trialfhianty Warnars, Harco Leslie Hendric Spits Wulandari, Anna Zahrotul Kamalia, Antika Zy, Ahmad Turmudi