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All Journal Jurnal ABDINUS : Jurnal Pengabdian Nusantara JITEL (Jurnal Ilmiah Telekomunikasi, Elektronika, dan Listrik Tenaga)
Atik Novianti
Politeknik Negeri Malang
Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering

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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.
Pemanfaatan Teknologi Proyeksi Digital dalam Meningkatkan Infrastruktur Edukatif di KWE Puspa Jagad Muhammad Syirajuddin Suja’i; Atik Novianti; Kristina Widjajanti; Aad Hariyadi; Sri Wahyuni Dali; Yani Ratnawati
Jurnal ABDINUS : Jurnal Pengabdian Nusantara Vol 10 No 1 (2026): Volume 10 Nomor 1 Tahun 2026
Publisher : Universitas Nusantara PGRI Kediri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29407/ja.v10i1.27290

Abstract

Kampung Wisata Ekologis Puspa Jagad, sebagai destinasi yang mengedepankan pendidikan ekologis dan budaya, saat ini menghadapi tantangan dalam menyampaikan materi edukatif dan informasi secara efektif akibat keterbatasan peralatan, khususnya kekurangan LCD proyektor. Polinema melalui kegiatan Pengabdian Pada Masyarakat (PPM) hadir membantu memberikan solusi atas permasalahan mitra. Kegiatan yang dilaksanakan berupa pelatihan pengoperasian sistem proyeksi digital dan diikuti dengan penyerahan seperangkat alat pendukung berupa LCD proyektor dan layar proyektor tripod. Pelatihan mencakup cara mengoperasikan LCD proyektor sesuai tipe dan fiturnya. Hasil kuisioner menunjukkan bahwa seluruh responden (100%) sangat setuju terhadap semua aspek pelaksanaan kegiatan PPM di Kawasan Wisata Ekologis Puspa Jagad. Hal ini menegaskan bahwa program PPM dirancang sesuai kebutuhan, memberikan solusi efektif, serta meningkatkan pengetahuan, keterampilan, dan kemandirian mitra dalam mengelola destinasi wisata. Tim PPM juga dinilai responsif dan pendampingannya dianggap memadai.
Co-Authors Adi, Ginanjar Suwasono Dodit Suprianto Elka Faizal Hariyadi, Aad Khurnia Fiddiana Rohmah Mochammad Junus Muhammad Syirajuddin S. Riona Ihsan Media Sri Wahyuni Dali Widjajanti, Kristina Yani Ratnawati