Article Per Year (5 Year)
p-Index From 2021 - 2026
4.033
P-Index
This Author published in this journals
All Journal Traksi : Majalah Ilmiah Teknik Mesin Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik SINTEK JURNAL: Jurnal Ilmiah Teknik Mesin FLYWHEEL : Jurnal Teknik Mesin Untirta Teknika: Jurnal Sains dan Teknologi Prosiding Semnastek Turbo : Jurnal Program Studi Teknik Mesin Journal of Energy, Mechanical, Material and Manufacturing Engineering Jurnal Teknik Mesin Indonesia Journal of Applied Sciences and Advanced Technology ARMATUR : Artikel Teknik Mesin dan Manufaktur Dinamis Suara Teknik : Jurnal Ilmiah Jurnal Polimesin
Riki Effendi
Universitas Muhammadiyah Jakarta
Aerospace Engineering Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mechanical Engineering Transportation

Published : 51 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 51 Documents
Search

 2   3   4   5   6 
Optimization of IoT-Based Waste Sorting Algorithms in a Recycling System with a Capacity of 5 Kg Effendi, Riki; Ramadhan, Anwar Ilmar; Dermawan, Erwin; Qadri, Munzir; Hendra, Franka
Journal of Applied Sciences and Advanced Technology Vol. 8 No. 2 (2025): Journal of Applied Science and Advanced Technology
Publisher : Faculty of Engineering Universitas Muhammadiyah Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24853/jasat.8.2.35-42

Abstract

This study aims to develop and optimize an automatic waste sorting system based on the Internet of Things (IoT) with a 5 kg capacity. The Convolutional Neural Network (CNN) algorithm is used for waste type classification, while optimization is performed using Particle Swarm Optimization (PSO). The system is designed to recognize and sort four main types of waste: plastic, paper, metal, and glass. System performance is evaluated based on three main parameters: sorting accuracy, processing time, and energy consumption. The results show that algorithm optimization successfully increased the average sorting accuracy from 82.5% to 94.8%. Additionally, the waste processing time significantly decreased from 3.2 seconds to 1.8 seconds after optimization, indicating improved operational efficiency of the system. In terms of energy consumption, there was a reduction from 15.6 Joules to 9.4 Joules per sorting cycle, making the system more energy-efficient and environmentally friendly. The conclusion of this research indicates that the CNN algorithm optimized with PSO can enhance the accuracy, efficiency, and energy consumption of the IoT-based automatic waste sorting system. The implementation of this system is suitable for application in small-scale industrial or household sectors to effectively support waste recycling programs. Further research could focus on testing larger capacities and more complex environmental conditions.
Co-Authors . Roslidar Adi Candra Adi Candra, Adi Ahmad Yunus Nasution Ahmad Yunus Nasution Alan - Ramadhan Aldo Dwi Widyanto Alhamdi, Muhammad Jurej Alviansyah, Dede Anthon Rudy W Anwar Ilmar Ramadhan Ardiansyah, Rizqi Aulia Rahman Aznam Barun Bambang Setiawan Dandy - Rizaldy Didin DWI SURYANTO Edi Supriyadi Erwin Dermawan F Faozan Fachri Agung Fadwah - Maghfurah Fadwah Maghfurah Fadwah Maghfurah Fadwah Maghfurah Febri Irianto Franka Hendra Franka Hendra Franka Hendra Franka Hendra Sukma Gunawan Hidayat Harmanung Adi Susilo Hendra, Franka Hendro Purwono Hendro Purwono Hendro Purwono Hidayat, Gunawan Hutasoit, Jisman Iip Muhlisin Indra Setiawan Indriyati K, Retno Izza Ubaidilah Junaedi Junaedi Junaedi, Thomas M. Arief Hakim Mochammad Nurul Aini Morhan Sirait Muchtar, Kahlil Muhammad Al Haramain Muhammad Khumaidi Muhammad Lutfi Yasid Munzir Qadri Najamudin, Muhammad Nasution , Ahmad Yunus Nasution, Ahmad Yunus Pratama, Rikardo Putra, Bhagas Novanda Rasma Rasma Rasma Rasma Rasma Rasma Rijal Siswanto, Ahmad Rini Alfatiyah Robiansyah Nur Kholik Rudiarto Rudiarto Rudiarto, Rudiarto Rusmalah, Rusmalah Ruspendi Ruspendi Ruspendi, Ruspendi Safrizal Razali Sofian Bastuti SUPRIYONO Supriyono Supriyono Taufik Taufik TH, Estiningsih Tofan Megawanto Wanto Sarwoko Windarta - Windarta Yudha Nurdin Yunus Nasution, Ahmad Z Zulpandri