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Riona Ihsan Media
Politeknik Manufaktur Bandung
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AIoT-enabled automated waste classification and real-time capacity monitoring system for smart waste management Ginanjar Suwasono Adi; Dodit Suprianto; Atik Novianti; Khurnia Fiddiana Rohmah; Elka Faizal; Mochammad Junus; Riona Ihsan Media
JITEL (Jurnal Ilmiah Telekomunikasi, Elektronika, dan Listrik Tenaga) Vol. 6 No. 1: March 2026
Publisher : Jurusan Teknik Elektro, Politeknik Negeri Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35313/jitel.v6.i1.2026.23-34

Abstract

Population growth and urbanization have increased waste generation and intensified global waste management challenges. In Indonesia, national waste generation reached 38.4 million tons in 2023, with 38.38% remaining inadequately managed. This study aims to develop an Artificial Intelligence of Things (AIoT)-based system for automatic waste classification and real-time bin capacity monitoring. The system integrates the YOLOv8n model to identify four waste categories (organic, inorganic, hazardous/B3, and others) with ultrasonic sensors for capacity measurement, coupled with a web platform for data visualization. Model evaluation yielded a Macro F1-Score of 63.9%, with the best performance in the organic class (91.33%), followed by inorganic (68.37%), and hazardous/B3 (31.92%). Ultrasonic sensors demonstrated a near-linear relationship between waste height and capacity percentage (4.5% per cm), validating their reliability for real-time monitoring. The developed system proves the feasibility of AIoT integration for automated waste sorting, although further optimization is required to improve classification accuracy for minority classes. This research contributes to the development of intelligent solutions supporting more efficient and sustainable urban waste management.
Perancangan Cetakan Injeksi Plastik Two Plate (Slider With Reciprocating Lifter) untuk Produk Battery Cover Syringe Pump Riona Ihsan Media; Dwi Cahyo Wibowo
JTRM (Jurnal Teknologi dan Rekayasa Manufaktur) Vol 4 No 2 (2022): Volume: 4 | Nomor: 2 | Oktober 2022
Publisher : Pusat Penelitian dan Pengabdian kepada Masyarakat (P3M) Politeknik Manufaktur Bandung (Polman Bandung)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.48182/jtrm.v4i2.93

Abstract

Penelitian ini membahas tentang Perancangan Cetakan Injeksi Plastik Two Plate (Slider with Reciprocating Lifter) untuk Produk Battery Cover Syringe Pump. Produk Battery Cover Syringe Pump ini memiliki bentukan slider pada bagian bawah dan lifter pada bagian dalam dan bentukan snap join pada bagian atas yang harus melakukan perhitungan agar dapat memastikan apakah dapat diejeksi dengan paksa atau harus menambah konstruksi menggunakan (reciprocating) lifter agar produk tidak mengalami kerusakan. Dengan melalui proses perancangan yang telah dilakukan, dapat disimpulkan mengenai konstruksi yang dibuat. Dari metode yang telah digunakan, rancangan dapat berfungsi dengan baik, dan dihasilkan dokumentasi teknik berupa gambar susunan dan gambar bagian.
Perancangan Cetakan Injeksi Plastik Two Plate Family Mold Dengan Slider untuk Produk Rahang Atas dan Rahang Bawah Perangkap Tikus Mekanik Metha Islameka; Riona Ihsan Media; Julfiqi Gumelar
JTRM (Jurnal Teknologi dan Rekayasa Manufaktur) Vol 6 No 1 (2024): Volume: 6 | Nomor: 1 | April 2024
Publisher : Pusat Penelitian dan Pengabdian kepada Masyarakat (P3M) Politeknik Manufaktur Bandung (Polman Bandung)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.48182/jtrm.v6i1.173

Abstract

This research aims to produce a design for plastic injection molding equipment based on the upper and lower jaw products of mechanical mouse traps. Both products are printed in one mold called a family mold so they require plastic flow analysis to balance the plastic flow. The upper jaw product has a slider shape on each side. Calculations to ensure that the maxillary product can be ejected without damage are carried out. SolidWorks, TopSolid, and Autocad software are used for the process of designing mold families for upper and lower jaw products. The design results are documented in the form of layout drawings and section drawings. With the design process that has been carried out, all the list of requirements has been fulfilled, the design can function well, and technical documentation has been produced in the form of arrangement drawings and section drawings.
Co-Authors Ade Ramdan Adhiharto, Riky Adi, Ginanjar Suwasono Aldiansyah Raid Pratama Atik Novianti Ayunisa Fitriani Jilan Budiarto, Hanif Azis Bustami Ibrahim Caesario, Daffa Chrystiano, Laurensius Daffa Caesario Dodit Suprianto Dwi Cahyo Wibowo Elka Faizal Erlangga, Yuliar Yasin Friyadi, Muhammad Firman Hanif Azis Budiarto Hendrawan, Yogi Muldani Julfiqi Gumelar Khurnia Fiddiana Rohmah Kusnowo, Roni Lestari, Adinda Sri Meri Rahmi Metha Islameka Mochammad Junus Musa, Hafez Trimukti Ali Otto Purnawarman Pradipta, Adi Surya Purnawarman, Otto Reka Ardi Prayoga Riky Adhiharto Sari, Sylvie Indah Kartika Susilo, Hendrawan Hadi Yuliar Yasin Erlangga