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All Journal Jurnal Media Elektro : Journal of Electrical Power, Informatics, Telecommunication, Electronics, Computer and Control System
Muhammad Riyu Saputra
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Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Energy Engineering

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SISTEM SMART ALERT BERBASIS YOLOv8 UNTUK DETEKSI PELANGGARAN BATASAN MAHRAM PADA RUANG TERBATAS Muhammad Riyu Saputra; rafi ahmad habibi; Yasir Ahmadin Moersyid; Muhammad Ganesh Alifadito; Yahya Rafi Sya'bani
Jurnal Media Elektro Vol 15 No 2 (2026): Oktober 2026
Publisher : Universitas Nusa Cendana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35508/jme.v0i0.28590

Abstract

This study aims to develop a YOLOv8-based intelligent security system (Smart Alert) to detect mahram boundary violations in restricted spaces, such as female dormitories. Utilizing the Research and Development (R&D) method with a Prototyping approach, the model was trained for 100 epochs using a custom dataset consisting of Male and Female classes. The results show that the model achieved optimal performance at epoch 20 with a mAP@50 of 0.840, Precision of 0.828, and accuracy rates of 0.78 for the Female class and 0.87 for the Male class. Upon detecting a male in the restricted area, the system automatically triggers a danger status and sends real-time notifications via a Telegram Bot. This system is proven effective in maintaining the privacy and security of dormitory residents in accordance with Islamic principles.
Co-Authors Muhammad Ganesh Alifadito rafi ahmad habibi Yahya Rafi Sya'bani Yasir Ahmadin Moersyid