Implementasi Algoritma LBPH Dalam Sistem Buka Pintu Otomatis Dengan Pengenalan Wajah

Implementasi Algoritma LBPH Dalam Sistem Buka Pintu Otomatis Dengan Pengenalan Wajah, LBPH, facial recognition, automatic door opening system, ESP32, OV2640 camera, security...

Author: RONALDO STEPANUS SITANGGANG
Date: 2025
Keywords: LBPH, facial recognition, automatic door opening system, ESP32, OV2640 camera, security
Type: Jurnal
Category: penelitian

Automatic door opening system with facial recognition is an application that is widely used to improve security and comfort in various fields, such as offices, homes, and other limited areas. This study implements the Local Binary Pattern Histogram (LBPH) algorithm in an ESP32-based automatic door opening system integrated with an OV2640 camera. LBPH was chosen because of its superiority in recognizing faces even with varying lighting conditions and imperfect image quality. This system works by capturing facial images through an OV2640 camera, then processing the image using the LBPH algorithm to extract facial features. The results of facial recognition are then sent to the ESP32 which controls the automatic door locking system. In this implementation, the ESP32 is used as a microcontroller to connect the camera, data processing, and control the door actuator. Tests were conducted to measure the accuracy of facial recognition and system performance in opening the door. The test results show that the system can recognize faces with a high level of accuracy and open the door automatically in a short time, thereby increasing the efficiency and security of the system

Files:
Tidak ada data !

Collections:
Digital Library UNPAB