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All Journal Pixel : Jurnal Ilmiah Komputer Grafis Bianglala Informatika
Deni Sutaji
Universitas Muhammadiyah Gresik
Computer Science & IT Decision Sciences, Operations Research & Management Education

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Integrasi Yolov8 Dan Opencv Untuk Sistem Verifikasi Kelengkapan Apd Pada State Machine Mochammad Firza Ainurrahman; Deni Sutaji; Henny Dwi Bhakti
Pixel :Jurnal Ilmiah Komputer Grafis Vol. 19 No. 1 (2026): Pixel :Jurnal Ilmiah Komputer Grafis dan Ilmu Komputer
Publisher : UNIVERSITAS STEKOM

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/pixel.v19i1.3745

Abstract

This study proposes a computer vision-based system for automatically verifying the use of Personal Protective Equipment (PPE) in industrial environments. The system integrates the YOLOv8 object detection model, OpenCV for image processing, and a State Machine mechanism to manage the verification workflow. The verification process begins with employee identification through ID card scanning, followed by real-time detection of the head, safety helmet, and face mask using a camera, before generating a final PASS or FAIL decision. System evaluation was conducted using 250 testing scenarios to assess both model and system performance. The results show that the YOLOv8 model achieved an mAP@50 of 93.9%, while the overall verification system obtained 98.4% accuracy, 98.4% precision, 100% recall, and a 99.2% F1-score. The implementation of the State Machine contributed to a more stable and consistent verification process by ensuring that each inspection stage was executed in the correct sequence. These findings demonstrate that the proposed system can effectively support automated PPE compliance monitoring and has the potential to enhance occupational safety management in industrial workplaces. 
Perancangan Dan Implementasi Sistem Inventaris Aset Kantor Berbasis WebDinas Kominfo Lamongan Bina Kharik Ervin Mubarok; Deni Sutaji
Bianglala Informatika Vol. 13 No. 1 (2025): Maret 2025
Publisher : Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/bianglala.v13i1.12004

Abstract

Sistem informasi berperan penting dalam membantu pengelolaan data dan informasi diberbagai instansi guna meningkatkan ketepatan, relevansi, serta efisiensi dalam proses pengambilankeputusan. Saat ini, Dinas Komunikasi dan Informatika (Kominfo) Kabupaten Lamongan masihmenerapkan metode pencatatan aset secara manual. Pencatatan manual juga menghambat efektivitasserta efisiensi dalam proses pengelolaan dan pelaporan aset. Penelitian ini bertujuan untuk merancangserta mengembangkan Sistem Inventaris Aset Kantor berbasis Web untuk meningkatkan efektivitas danefisiensi dalam pencatatan dan pengelolaan aset. Sistem yang diusulkan juga dilengkapi dengan fiturQR Code untuk mempermudah identifikasi aset dan fitur peminjaman aset. Dengan adanya sistem ini,diharapkan pengelolaan aset di Dinas Kominfo Kabupaten Lamongan dapat dilakukan secara lebihoptimal, efisien, serta transparan, sehingga mendukung pengambilan keputusan yang lebih akuratterkait sarana dan prasarana instansi tersebut.
Co-Authors Bina Kharik Ervin Mubarok Henny Dwi Bhakti Mochammad Firza Ainurrahman