RFID-based cadet access management system with face recognition and cctv integration
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Abstract
Access control in a military campus environment demands records that are accurate, fast, and difficult to falsify, yet manual logbook recording at Unhan RI remained prone to error and identity fraud. This study designed and built SAKTI, a web-based integrated security access system whose novelty lies in unifying three components within a single transaction flow: RFID for initial identification, face recognition for biometric authentication, and event-based CCTV capture as tamper-proof visual evidence. Unlike prior dual-factor systems, this unified pipeline produces a real-time digital audit trail that links every access decision to a captured identity image and a centralised presence record. The system was developed using Rapid Application Development with a Laravel-MySQL backend and a Python worker for face verification and RTSP snapshot retrieval. Testing on fifty cadets achieved a hundred percent verification success rate, reduced processing time by 77.8 percent, and earned very good scores in User Acceptance Testing from both security personnel and cadets. SAKTI demonstrates a practical and scalable approach to enhancing physical security management, real-time identity verification, and forensic audit trail generation in military campus environments.
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Ma’ruf, A., Prabukusumo, M. A. ., & Firdaus, E. A. . (2026). RFID-based cadet access management system with face recognition and cctv integration. Journal of Intelligent Decision Support System (IDSS), 9(3), 183-193. https://doi.org/10.35335/idss.v9i3.378
References
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Eltamaly, A. M., Alotaibi, M. A., Alolah, A. I., & Ahmed, M. A. (2021). IoT-based hybrid renewable energy system for smart campus. Sustainability, 13(8555), 1–18. https://doi.org/10.3390/su13158555
Erwinda, G. W., & Wibowo, S. A. (2022). Implementasi face recognition dan RFID sebagai fitur security pada smart home. JATI (Jurnal Mahasiswa Teknik Informatika), 6(2), 1123–1130. https://doi.org/10.36040/jati.v6i2.5350
Ferdousmou, J., Prabha, M., Farouk, O., & Sozib, H. M. (2024). IoT-enabled RFID in supply chain management: A comprehensive survey and future directions. Journal of Computer and Communications, 12(11), 207–223. https://doi.org/10.4236/jcc.2024.1211015
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Hermansah, L., Murhadi, M., & Saputro, W. T. (2025). User acceptance testing guna mengetahui reseptivitas pengguna terhadap sistem informasi pelatihan softskill. Sistemasi: Jurnal Sistem Informasi, 14, 2097–2112. https://doi.org/10.32520/stmsi.v14i5.5116
Hidayat, N., & Hati, K. (2021). Penerapan metode rapid application development (RAD) dalam rancang bangun sistem informasi rapor online (SIRALINE). Jurnal Sistem Informasi STMIK Antar Bangsa, 10(1), 8–17. https://doi.org/10.51998/jsi.v10i1.352
Hudi, F. C., & Karyanti, C. M. (2024). Pengujian black box testing pada sistem informasi assesment berbasis web di bidang pariwisata. Jurnal Ilmiah KOMPUTASI, 22(4), 553–560. https://doi.org/10.32409/jikstik.22.4.3490
Husain, S. M., Azhari, L., Aksani, M. L., & Saputra, S. A. (2024). Analisis dan implementasi fitur keamanan aplikasi pada framework Laravel. JIKA (Jurnal Informatika), 8(3), 281–287. https://doi.org/10.31000/jika.v8i3.11198
Jailani, A., & Ainul, M. (2024). Pengujian aplikasi sistem informasi akademik menggunakan metode blackbox dengan teknik boundary value analysis. JACIS: Journal Automation Computer Information System, 4(2), 60–66. https://doi.org/10.47134/jacis.v4i2.78
Jutika, A. P. (2022). Implementasi face recognition berbasis Haar-cascade classifier pada sistem keamanan rumah menggunakan dual-camera. Infotech: Journal of Technology Information, 8(2), 106–115. https://doi.org/10.31949/infotech.v8i2.3610
King, D. E. (2009). Dlib-ml: A machine learning toolkit. Journal of Machine Learning Research, 10, 1755–1758. https://doi.org/10.1145/1577069.1755843
Kumar, A., Bhatia, A., Mishra, A., & Gupta, T. (2024). A model approach for identity and access management (IAM) system in the cloud. International Journal of Soft Computing and Engineering, 13(6), 28–36. https://doi.org/10.35940/ijsce.D3645.13060124
Lee, H., Park, S., Yoo, J., Jung, S., & Huh, J. (2020). Face recognition at a distance for a stand-alone access control system. Sensors, 20(3), 785. https://doi.org/10.3390/s20030785
Mahbub, A. R., Warta, J., Hidayat, A., & Priatna, W. (2025). Desain dan implementasi sistem monitoring daya pintar untuk CCTV berbasis IoT dengan model scrum. JSI (Jurnal Sistem Informasi), 12(1), 31–42. https://doi.org/10.35968/jsi.v12i1.1325
Maulana, A., Ullah, A., Faizal, A., & Zarory, H. (2025). Dual sistem keamanan pada pintu dengan pengenalan wajah local binary pattern histogram (LBPH) dan sidik jari serta notifikasi Telegram. Jurnal Al-Azhar Indonesia Seri Sains dan Teknologi, 10(2), 153–162. https://doi.org/10.36722/sst.v10i2.3696
Min-allah, N., & Alrashed, S. (2020). Smart campus: A sketch. Sustainable Cities and Society, 59, 102231. https://doi.org/10.1016/j.scs.2020.102231
Muhammad, H., Ahmad, P. F., Amelia, W., & Muthia, S. (2025). Pengguna (user acceptance testing) pada sistem informasi akademik EMACCA Universitas Teknologi AKBA Makassar. Inventor: Jurnal Inovasi dan Tren Pendidikan Teknologi Informasi, 3(2), 84–91. https://doi.org/10.37630/inventor.v3i2.2541
Murdani, H., Bella, E. L., & Fatwanto, A. (2024). Merancang sistem keamanan berbasis face recognition pada layanan sirkulasi perpustakaan. Journal of Library and Information Science, 4(2), 82–96. https://doi.org/10.21580/daluang.v4i2.2024.21976
Perdana, C., & Wijaya, M. A. (2024). Implementasi framework Bootstrap 5 pada perancangan front-end website MC BRO di PT X. Jurnal Sistem Informasi Galuh, 2(1), 30–43. https://doi.org/10.25157/jsig.v2i1.3634
Prapsetyo, A., Lestari, K., & Marlina, A. (2023). Konsep arsitektur pos penjagaan perbatasan darat sebagai bangunan instalasi pertahanan. Jurnal Teknik Sipil Pertahanan, 10(1), 1–16.
Putri, M. P., Nadeak, E., Malahayati, M., Rahmi, N., & Rini, A. (2023). Sistem manajemen basis data menggunakan MySQL. Penerbit Widina Media Utama.
Schroff, F., Kalenichenko, D., & Philbin, J. (2015). FaceNet: A unified embedding for face recognition and clustering. Conference on Computer Vision and Pattern Recognition (CVPR). https://doi.org/10.1109/CVPR.2015.7298682
Septyanlie, V. V., Ikawati, V., Subiyanta, E., & Lestari, N. (2024). Face recognition-based door lock security system using TensorFlow Lite. Journal of Electrical Engineering and Computer (JEECOM), 6(2), 402–409. https://doi.org/10.33650/jeecom.v6i2.9557
Shihao, L., Dahnil, D. P., & Saad, S. (2025). A survey of smart campus resource information management in internet of things. IEEE Access, 13, 66622–66645. https://doi.org/10.1109/ACCESS.2025.3558900
Sinlae, F., Irwanda, E., Maulana, Z., & Syahputra, V. E. (2024). Penggunaan framework Laravel dalam membangun aplikasi website berbasis PHP. Jurnal Siber Multi Disiplin, 2(2), 119–132. https://doi.org/10.38035/jsmd.v2i2.186
Syahfitra, F., Pardede, A. M. H., & Simanjuntak, M. (2024). Rancang bangun identifikasi kehadiran mahasiswa otomatis menggunakan face recognition dan kartu tanda mahasiswa menggunakan internet of things. Publikasi Teknik Informatika dan Jaringan, 2(4). https://doi.org/10.62951/repeater.v2i4.254
Wulandari, W., Nofiyani, N., & Hidayat, H. (2023). User acceptance testing (UAT) pada electronic data. JMIK (Jurnal Mahasiswa Ilmu Komputer), 4(1). https://doi.org/10.24127/ilmukomputer.v4i1.3383
Yeovandi, F., Sabariman, S., & Prasetyo, S. E. (2025). Evaluasi keamanan sistem autentikasi biometrik pada smartphone dan rekomendasi implementasi optimal. Jurnal Teknologi Informasi dan Multimedia, 7(1), 133–148. https://doi.org/10.35746/jtim.v7i1.653
Yulistya, Y. H., Limantara, K. D., Salim, K. S., Setiadi, Y. A. W., & Hidayat, A. (2023). Perbaikan pos jaga guna optimasi sistem keamanan di Perumahan Wisma Permai. Journal Widyakarya, 8(2), 9–25. https://doi.org/10.37832/asawika.v8i2.148
Ahmad, R., Wagyana, A., & Junianto, D. (2024). Perancangan dan implementasi sistem smart locker dengan face recognition berbasis internet of things. Journal of Communications, Antennas and Propagation, 5, 239–245. https://doi.org/10.32722/spektral.v5i1.7117
Aliyah, A., Hartono, N., & Muhammad, A. A. (2025). Penggunaan user acceptance testing (UAT) pada pengujian sistem informasi pengelolaan keuangan dan inventaris barang. Jurnal Sains dan Teknologi Informasi, 3(1). https://doi.org/10.62951/switch.v3i1.330
Anggraini, N., Martunus, F., Shofi, I. M., & Wardhani, L. K. (2021). Implementasi face recognition dengan OpenCV pada smart CCTV untuk keamanan brankas berbasis IoT. Jurnal Ilmiah FIFO, 13(1), 41–50. https://doi.org/10.22441/fifo.2021.v13i1.005
Badirova, A., Dabbaghi, S., Moghaddam, F. F., Wieder, P., & Yahyapour, R. (2023). A survey on identity and access management for cross-domain dynamic users: Issues, solutions, and challenges. IEEE Access, 11, 61660–61679. https://doi.org/10.1109/ACCESS.2023.3279492
Bata, E. S. (2023). Pemanfaatan CCTV analog camera pada sistem monitoring keamanan ruangan berbasis mobile web. J-ICON, 11(1). https://doi.org/10.35508/jicon.v11i1.10033
Dake, D. K., Bada, G. K., & Dadzie, A. E. (2023). Internet of things (IoT) applications in education: Benefits and implementation challenges in Ghanaian tertiary institutions. Journal of Information Technology Education: Research, 22, 311–338. https://doi.org/10.28945/5183
Eltamaly, A. M., Alotaibi, M. A., Alolah, A. I., & Ahmed, M. A. (2021). IoT-based hybrid renewable energy system for smart campus. Sustainability, 13(8555), 1–18. https://doi.org/10.3390/su13158555
Erwinda, G. W., & Wibowo, S. A. (2022). Implementasi face recognition dan RFID sebagai fitur security pada smart home. JATI (Jurnal Mahasiswa Teknik Informatika), 6(2), 1123–1130. https://doi.org/10.36040/jati.v6i2.5350
Ferdousmou, J., Prabha, M., Farouk, O., & Sozib, H. M. (2024). IoT-enabled RFID in supply chain management: A comprehensive survey and future directions. Journal of Computer and Communications, 12(11), 207–223. https://doi.org/10.4236/jcc.2024.1211015
Hamidah, U. F., Rachman, R. A., & Prasetyo, A. D. (2025). Perancangan dan implementasi sistem keamanan pintu otomatis berbasis teknologi RFID tag card untuk meningkatkan keamanan akses ruangan. Prosiding Seminar Nasional Teknologi Informasi dan Bisnis, 1187–1193. https://doi.org/10.47701/7p12qw92
Hasanah, F. N., & Untari, R. S. (2020). Buku ajar rekayasa perangkat lunak. Universitas Muhammadiyah Sidoarjo. https://doi.org/10.21070/2020/978-623-6833-89-6
Hermansah, L., Murhadi, M., & Saputro, W. T. (2025). User acceptance testing guna mengetahui reseptivitas pengguna terhadap sistem informasi pelatihan softskill. Sistemasi: Jurnal Sistem Informasi, 14, 2097–2112. https://doi.org/10.32520/stmsi.v14i5.5116
Hidayat, N., & Hati, K. (2021). Penerapan metode rapid application development (RAD) dalam rancang bangun sistem informasi rapor online (SIRALINE). Jurnal Sistem Informasi STMIK Antar Bangsa, 10(1), 8–17. https://doi.org/10.51998/jsi.v10i1.352
Hudi, F. C., & Karyanti, C. M. (2024). Pengujian black box testing pada sistem informasi assesment berbasis web di bidang pariwisata. Jurnal Ilmiah KOMPUTASI, 22(4), 553–560. https://doi.org/10.32409/jikstik.22.4.3490
Husain, S. M., Azhari, L., Aksani, M. L., & Saputra, S. A. (2024). Analisis dan implementasi fitur keamanan aplikasi pada framework Laravel. JIKA (Jurnal Informatika), 8(3), 281–287. https://doi.org/10.31000/jika.v8i3.11198
Jailani, A., & Ainul, M. (2024). Pengujian aplikasi sistem informasi akademik menggunakan metode blackbox dengan teknik boundary value analysis. JACIS: Journal Automation Computer Information System, 4(2), 60–66. https://doi.org/10.47134/jacis.v4i2.78
Jutika, A. P. (2022). Implementasi face recognition berbasis Haar-cascade classifier pada sistem keamanan rumah menggunakan dual-camera. Infotech: Journal of Technology Information, 8(2), 106–115. https://doi.org/10.31949/infotech.v8i2.3610
King, D. E. (2009). Dlib-ml: A machine learning toolkit. Journal of Machine Learning Research, 10, 1755–1758. https://doi.org/10.1145/1577069.1755843
Kumar, A., Bhatia, A., Mishra, A., & Gupta, T. (2024). A model approach for identity and access management (IAM) system in the cloud. International Journal of Soft Computing and Engineering, 13(6), 28–36. https://doi.org/10.35940/ijsce.D3645.13060124
Lee, H., Park, S., Yoo, J., Jung, S., & Huh, J. (2020). Face recognition at a distance for a stand-alone access control system. Sensors, 20(3), 785. https://doi.org/10.3390/s20030785
Mahbub, A. R., Warta, J., Hidayat, A., & Priatna, W. (2025). Desain dan implementasi sistem monitoring daya pintar untuk CCTV berbasis IoT dengan model scrum. JSI (Jurnal Sistem Informasi), 12(1), 31–42. https://doi.org/10.35968/jsi.v12i1.1325
Maulana, A., Ullah, A., Faizal, A., & Zarory, H. (2025). Dual sistem keamanan pada pintu dengan pengenalan wajah local binary pattern histogram (LBPH) dan sidik jari serta notifikasi Telegram. Jurnal Al-Azhar Indonesia Seri Sains dan Teknologi, 10(2), 153–162. https://doi.org/10.36722/sst.v10i2.3696
Min-allah, N., & Alrashed, S. (2020). Smart campus: A sketch. Sustainable Cities and Society, 59, 102231. https://doi.org/10.1016/j.scs.2020.102231
Muhammad, H., Ahmad, P. F., Amelia, W., & Muthia, S. (2025). Pengguna (user acceptance testing) pada sistem informasi akademik EMACCA Universitas Teknologi AKBA Makassar. Inventor: Jurnal Inovasi dan Tren Pendidikan Teknologi Informasi, 3(2), 84–91. https://doi.org/10.37630/inventor.v3i2.2541
Murdani, H., Bella, E. L., & Fatwanto, A. (2024). Merancang sistem keamanan berbasis face recognition pada layanan sirkulasi perpustakaan. Journal of Library and Information Science, 4(2), 82–96. https://doi.org/10.21580/daluang.v4i2.2024.21976
Perdana, C., & Wijaya, M. A. (2024). Implementasi framework Bootstrap 5 pada perancangan front-end website MC BRO di PT X. Jurnal Sistem Informasi Galuh, 2(1), 30–43. https://doi.org/10.25157/jsig.v2i1.3634
Prapsetyo, A., Lestari, K., & Marlina, A. (2023). Konsep arsitektur pos penjagaan perbatasan darat sebagai bangunan instalasi pertahanan. Jurnal Teknik Sipil Pertahanan, 10(1), 1–16.
Putri, M. P., Nadeak, E., Malahayati, M., Rahmi, N., & Rini, A. (2023). Sistem manajemen basis data menggunakan MySQL. Penerbit Widina Media Utama.
Schroff, F., Kalenichenko, D., & Philbin, J. (2015). FaceNet: A unified embedding for face recognition and clustering. Conference on Computer Vision and Pattern Recognition (CVPR). https://doi.org/10.1109/CVPR.2015.7298682
Septyanlie, V. V., Ikawati, V., Subiyanta, E., & Lestari, N. (2024). Face recognition-based door lock security system using TensorFlow Lite. Journal of Electrical Engineering and Computer (JEECOM), 6(2), 402–409. https://doi.org/10.33650/jeecom.v6i2.9557
Shihao, L., Dahnil, D. P., & Saad, S. (2025). A survey of smart campus resource information management in internet of things. IEEE Access, 13, 66622–66645. https://doi.org/10.1109/ACCESS.2025.3558900
Sinlae, F., Irwanda, E., Maulana, Z., & Syahputra, V. E. (2024). Penggunaan framework Laravel dalam membangun aplikasi website berbasis PHP. Jurnal Siber Multi Disiplin, 2(2), 119–132. https://doi.org/10.38035/jsmd.v2i2.186
Syahfitra, F., Pardede, A. M. H., & Simanjuntak, M. (2024). Rancang bangun identifikasi kehadiran mahasiswa otomatis menggunakan face recognition dan kartu tanda mahasiswa menggunakan internet of things. Publikasi Teknik Informatika dan Jaringan, 2(4). https://doi.org/10.62951/repeater.v2i4.254
Wulandari, W., Nofiyani, N., & Hidayat, H. (2023). User acceptance testing (UAT) pada electronic data. JMIK (Jurnal Mahasiswa Ilmu Komputer), 4(1). https://doi.org/10.24127/ilmukomputer.v4i1.3383
Yeovandi, F., Sabariman, S., & Prasetyo, S. E. (2025). Evaluasi keamanan sistem autentikasi biometrik pada smartphone dan rekomendasi implementasi optimal. Jurnal Teknologi Informasi dan Multimedia, 7(1), 133–148. https://doi.org/10.35746/jtim.v7i1.653
Yulistya, Y. H., Limantara, K. D., Salim, K. S., Setiadi, Y. A. W., & Hidayat, A. (2023). Perbaikan pos jaga guna optimasi sistem keamanan di Perumahan Wisma Permai. Journal Widyakarya, 8(2), 9–25. https://doi.org/10.37832/asawika.v8i2.148
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