PENGEMBANGAN PROTOTYPE WEBSITE TEMPAT DUDUK RAMAH PEREMPUAN MELALUI KAMERA  BERBASIS YOLO V8  PADA SUROBOYOBUS DAN TRANS SEMANGGI

            Development of a Prototype of a Women Friendly Seating Website Throught a Yolo V8 Based Camera             on SuroboyoBus and Trans Semanggi

Transportasi umum memiliki peran penting dalam mobilitas masyarakat, namun masih menghadapi tantangan dalam aspek keamanan dan kenyamanan penumpang perempuan. Penelitian ini bertujuan mengembangkan prototipe sistem monitoring tempat duduk ramah perempuan dengan integrasi kamera berbasis YOLO V8 dan platform website. Sistem diuji pada SuroboyoBus dan Trans Semanggi, dengan mendeteksi jumlah penumpang perempuan secara real-time melalui CCTV GSM dan menampilkannya di website responsif. Hasil pengujian menunjukkan akurasi deteksi mencapai 92–100%, dengan respon waktu di bawah 1 detik. Website memiliki waktu muat rata-rata 1,2–2,0 detik dan tetap stabil. Survei pengguna menunjukkan tingkat kepuasan di atas 85%, menandakan sistem ini efektif dalam meningkatkan kenyamanan dan rasa aman penumpang perempuan.

Public transportation plays a vital role in urban mobility but still faces challenges in ensuring safety and comfort for female passengers. This study aims to develop a prototype monitoring system for women-friendly seating by integrating YOLO V8-based camera detection with a web platform. The system was tested on SuroboyoBus and Trans Semanggi, detecting female passengers in real-time using GSM-based CCTV and displaying the data on a responsive website. Test results showed detection accuracy ranging from 92% to 100% with response times under 1 second. The website maintained stable performance with average load times between 1.2 and 2.0 seconds. User surveys indicated satisfaction levels above 85%, demonstrating the system's effectiveness in improving safety and comfort for female passengers.