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Supriyadi, Asep Adang
Universitas Pertahanan Republik Indonesia
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Journal : Sinergi

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Development of face image recognition algorithm using CNN in airport security checkpoints for terrorist early detection Anggraini, Eca Indah; Nurdin, Fachdy; Restianto, Mohammad Obie; Dahsan, Sudarti; Ardhana, Andini Aprilia; Supriyadi, Asep Adang; Darmawan, Yahya; Arief, Syachrul; Ikhsanudin, Agus Haryanto
SINERGI Vol 29, No 1 (2025)
Publisher : Universitas Mercu Buana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22441/sinergi.2025.1.004

Abstract

Ensuring airport security is of paramount importance to safeguard the lives of passengers and prevent acts of terrorism. In this context, developing advanced technology for early terrorist detection is crucial. This paper presents a novel approach to enhancing security measures at airport checkpoints by applying Convolutional Neural Network (CNN) and Artificial Neural Network (ANN) algorithms in face image recognition. Our system utilizes state-of-the-art artificial intelligence techniques to analyze facial features. Our research uses VGG architecture and pre-trained with face data as a CNN model. This model is used to extract face embedding features from the dataset. These embedding features are then compressed with Principal Component Analysis (PCA) to obtain the meaningful feature as training data for the ANN algorithm. We trained our system using data from 500 identities data with 60 data for each identity.  This training enables our system to recognize known terrorists and individuals on watchlists by comparing the facial features of individuals passing through security checkpoints with those in the database. The proposed CNN-ANN-based face recognition system not only enhances airport security but also significantly reduces the processing time for security checks. It can quickly identify potential threats, allowing security personnel to take appropriate actions in real time ensuring a rapid response to security concerns. We present the architecture, training methodology, and evaluation of the CNN-ANN model, achieving a high accuracy of 91.16% and precision of 91.36%. Through this research, we aim to increase airport security and strengthen efforts to combat terrorism, making air travel safer and more secure for all passengers. 
Co-Authors Achlis, Muhammad Nur Achmadi, Budhi Ahmad Farid Aji, Rubiyanto P Amarulla Octavian Anatansyah Ayomi Anandari Andrian Andaya Lestari Anggraini, Eca Indah Anis Nur Laily Apriani, Evi Ardhana, Andini Aprilia Arief, Syachroel Arief, Syachrul Aris Poniman Aris Poniman Aritonang, Sovian Aziz Haerulloh Bagus Satrio Wicaksono Bimantara, Angga Briliano, Bagas BUDI PRAMONO Cahyo Wibowo Charolydya, Rindita Cosmas Manukalo Danga Dahsan, Sudarti Daniel Singgih A.B Debbie Kemala Sari Deni Yulyadi Diah Ayu Permatasari Djansena, Alradix Edy Sulistyadi F.Harsono, Cecilia Fakhreja, Reyhan Fathurrohman, Umar Feny Avisha Fifing Fifing Fitri Rinaldi Fitria, Rosi Gabriel Choirul Alman Gemilang Gultom, Rudi Agus Gultom, Rudy Agus Gemilang Guntur Eko Saputro Hafidz Kuncoro Haloho, Luwis Surani Harefa, Faonaso Hari Purwanto Harsono, Cecilia F. Hasna Moraina Rizkiyani Heningtiyas, Hesti Herdianto, Bachtiar Herlina Juni Risma Saragih Herman Subagyo Zaesohar I Nengah Putra A I. Gede Sumertha Ikhsanudin, Agus Haryanto Irwanto, Bambang Juliana Juliana KAREL L. MANDAGIE Kariani, Rika Kartiningsih, Yuli Khaerul Umam, Khaerul Luthfiyah Sakinah M. Asa’ari Yusuf Mardamsyah, Adam Masita Dwi Mandini Manessa Masita Dwi Mandini Manessa MASITA DWI MANDINI MANESSA, MASITA DWI MANDINI Mauliza Fatwa Yusdian Maysarah, May May Muhamad Samingan Muhammad Aldin Yusfan Murtiana, Sri Muslikhatin, Lilik Navalino, R Djoko Andreas Nopi Rahmawati Nur Wahyu, Prita Nurdin, Fachdy Octo Mario Pasaribu Pedrason, Rodon Persadha, Pratama Prakoso, Lukman Yudho Pranowo, Andityas Pujo Widodo Pujo Widodo, Pujo Purwanto, Ignatius Eko Djoko Putri, Cintya Yelena Rahmandhala, Ilvan Dino Ras, Abdul Rivai Reghina Rizqy Restianto, Mohammad Obie Rezasyah, Teuku Ria Anggun Ariani Rianto M.Si.Par Riyan Eko Prasetiyo Rizkiyani, Hasna Moraina Rudi Agus Gumilang Gultom Sadewa, Annisa Harum Said, Budiman Djoko Saleh, Basuki Rahmad Samad, M. Yusuf Samingan, Muhammad Sianturi, Kristomei Sri Kartika Sakti Sri Marnani, Christine Sri Mulyaningsih Suadnyana, I Nyoman Suci Rahmayanti Sucitra, I Gusti Ngurah Bagus Sukendra Martha Sukendra Martha Sumariyanto, Iris Susanto, Setyo Hani Sutrasna, Yudi Suwarno, Panji Suyono Thamrin Syamsul Maarif Syarif Hidayatullah Tampubolon, Stefanus Binoto Theo L Sambuaga Trismadi Trismadi Trismadi Trismadi Trismadi Trismadi, Trismadi Ue, Ermelinda Dhae Usman, Muhammad Lulu Latif Wijanarko, Trias Wijaya, Satria Dhaniswara Rahsa Wiloso, Danis Agoes Yahya Darmawan Yosef Prihanto Yosef Prihanto Yosef Prihanto Yosef Prihanto, Yosef Yosef Prihanto, Yosef Prihanto Yosua Sabar Panjaitan Yusman, Faisal