RFID-Based Door Security System Performance Optimization Using Particle Swarm Optimization on the ESP32 Platform

Hamdani Setiawan; Rahmad Hidayat; Paris Hasbi; Ike Yuni Wulandari; Yudi Herdiana

doi:10.55537/cosie.v5i3.1758

Authors

Hamdani Setiawan Sekolah Tinggi Teknologi Mandala
Rahmad Hidayat Sekolah Tinggi Teknologi Mandala
Paris Hasbi Sekolah Tinggi Teknologi Mandala
Ike Yuni Wulandari Unversitas Nurtanio
Yudi Herdiana Unversitas Bale Bandung

DOI:

https://doi.org/10.55537/cosie.v5i3.1758

Keywords:

RFID, ESP32, Door Security System, Internet of Things, Particle Swarm Optimization

Abstract

The development of the Internet of Things (IoT) has accelerated the adoption of RFID- and ESP32-based door security systems as more secure and flexible alternatives to conventional locks. However, previous studies have primarily focused on system implementation and functional testing without systematically optimizing RFID operational parameters, resulting in suboptimal reading performance and response time. This study aims to optimize the performance of an RFID-based door security system using the Particle Swarm Optimization (PSO) algorithm on the ESP32 platform. The proposed method includes prototype development, experimental evaluation under varying RFID reading distances and angles, and PSO-based optimization using a fitness function that integrates reading success rate, effective reading distance, and response time. The novelty of this study is integrating PSO to simultaneously optimize ESP32-based RFID parameters for improved authentication performance. Experimental results show that PSO increased the fitness value from 0.636 to 0.923, improved the RFID reading success rate from 60% to 95%, extended the effective reading distance from 4.2 cm to 4.8 cm, and reduced the response time from 0.59 s to 0.43 s. These findings demonstrate that PSO effectively improves the reliability, speed, and service quality of RFID-based access control systems in IoT environments

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References

[1] H. Landaluce, L. Arjona, A. Perallos, F. Falcone, I. Angulo, & F. Muralter. “A review of IoT sensing applications and challenges using RFID and wireless sensor networks,” Sensors, vol. 20, no. 9, pp. 1-18, Apr. 2020, doi: 10.3390/s20092495

[2] M. W. Salfian and M. W. Salfian, “Design of Door Security System using Rfid Based on IoT at Stmik Kaputama,” Journal of Artificial Intelligence and Engineering Applications, vol. 5, no. 1, pp. 604–610, Oct. 2025, doi: 10.59934/jaiea.v5i1.1367.

[3] M. Imran, M. Fikry, and S. Retno, “Enhancing Academic Security with RFID-Based Smart Locks and Real-Time Attendance Tracking System,” Proceedings of Malikussaleh International Conference on Multidisciplinary Studies, vol. 4, pp. 00032–00032, Dec. 2024, doi: 10.29103/micoms.v4i.950.

[4] U. F. Hamidah, R. A. R, and A. Prasetyo, “Perancangan dan Implementasi Sistem Keamanan Pintu Otomatis Berbasis Teknologi RFID Tag Card untuk meningkatkan kemanan Akses Ruangan,” Prosiding Seminar Nasional Teknologi Informasi dan Bisnis, pp. 1187–1193, July 2025, doi: 10.47701/7p12qw92.

[5] N. A. Cahyani, H. Hartono, and U. Pratiwi, “Rancang bangun smart door double lock menggunakan sensor RFID dan piezoelektrik dengan home security detector berbasis IoT,” Jurnal Teras Fisika, vol. 7, no. 2, pp. 31–31, Nov. 2024, doi: 10.20884/1.jtf.2024.7.2.13231.

[6] F. Habibi and M. Nasir, “Implementasi Sistem IoT Smart Lock Door Menggunakan Sensor RFID Pada Loker Mess PUSLATPUR,” May 2024, doi: 10.31539/intecoms.v7i2.9385.

[7] M. A. Hanifullah and K. D. Irianto, “Smart Door Lock System: A Mobile Application Development Based on IoT Technology,” International Journal Software Engineering and Computer Science, vol. 5, no. 2, pp. 842–852, Aug. 2025, doi: 10.35870/ijsecs.v5i2.4898.

[8] S. Ramadhani and D. P. Putri, “Design of a Home Door Security System Based on NodeMCU ESP32 Using a Magnetic Reed Switch Sensor and Telegram Bot Application,” Sinkron : jurnal dan penelitian teknik informatika, vol. 8, no. 4, pp. 2059–2068, Oct. 2023, doi: 10.33395/sinkron.v8i4.12688.

[9] D. Fadlianda, M. Fikry, and Nunsina, “Innovative IoT-Based Automatic Gate System with RFID and Electro-Magnetic Lock for Secure Access,” Proceedings of Malikussaleh International Conference on Multidisciplinary Studies, vol. 4, pp. 00005–00005, Dec. 2024, doi: 10.29103/micoms.v4i.884.

[10] S. Supekar, S. Velhal, G. Vyawahare, Prof. R. M. Malekar, and Mr. A. Magdum, “Office Access System using RFID and Smart Lock,” International Journal of Advanced Research in Science, Communication and Technology, pp. 252–256, Feb. 2024, doi: 10.48175/ijarsct-15548.

[11] S. B. Kembaren, E. H. P. B. Gurning, and A. K. Yapie, “IOT Pada Purwarupa Sistem Keamanan Pintu Kantor Dengan Sensor RFID dan PIR Berbasis Telegram,” Teknik, vol. 3, no. 3, pp. 84–97, Nov. 2023, doi: 10.55606/teknik.v3i3.2510.

[12] K. Gandhimathi, R. Praveena, D. Subalakshmi, V. Vishnupriya, V. Karpagam, & S. Sathiyapriya, “IoT based Smart Security System with Fingerprint Sensor for Access Control Monitoring,” 3rd International Conference on Intelligent Cyber Physical Systems and Internet of Things (ICoICI), pp. 1417-1422, Sep. 2025, IEEE. doi: 10.1109/ICoICI65217.2025.11253434

[13] K. N. Sai, D. T. Sunil, & D.M. Eshwarappa, (2024). “A comprehensive review of door lock security systems. Int. J. Circuit Comput. Networking, 5(1), pp. 12-17, 2024.

[14] T. Armindo, N. Nurfiana, D. Y. Setyawan, and N. H. Sudibyo, “Sistem Monitoring Kehadiran Mahasiswa Berbasis IoT,” JIMU:Jurnal Ilmiah Multidisipliner, vol. 2, no. 03, pp. 834–843, Aug. 2024, doi: 10.70294/jimu.v2i03.500.

[15] P. T. Hastuti, B. Fitriandra, N. S. S. Dewi, and P. Pramono, “Dual Security System: Akses Pintu Berbasis Rfid Dan Kode Rahasia,” Prosiding Seminar Nasional Teknologi Informasi dan Bisnis, pp. 1296–1301, July 2025, doi: 10.47701/32w10f27.