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 : Journal of Electrical Power, Informatics, Telecommunication, Electronics, Computer and Control System
Vol 15 No 2 (2026): Oktober 2026

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.