Development of a Facenet Enhanced Secured Smart Office System

Full Text (PDF, 797KB), PP.41-51

Views: 0 Downloads: 0

Author(s)

Odeyemi C. S. 1,* Olaniyan O. M. 2

1. Computer Engineering Department, Federal University of Technology, Akure, Nigeria

2. Department of Computer Engineering, Federal University, Oye Ekiti, Nigeria

* Corresponding author.

DOI: https://doi.org/10.5815/ijisa.2024.01.04

Received: 28 Oct. 2023 / Revised: 27 Nov. 2023 / Accepted: 15 Dec. 2023 / Published: 8 Feb. 2024

Index Terms

Access Control, FaceNet, Office Automation, Raspberry p, Security, Smart

Abstract

A secured smart office system is the one that is capable of recognizing and granting access to authorized persons only and manage the office appliances autonomously. The goals are access control, security and automation. Over the years, several studies have been carried out to meet these needs using RFID cards, access codes and biometrics resulting in weak security with long computational period. Switching of electrical appliances and smoke detection in case of fire outbreak were used but real time electrical appliances management that could prevent fire outbreak is yet to be achieved. This research focused its attention on the design and implementation of a smart office system that meet these needs. The system was developed using a raspberry pi 4 board. Ultrasonic sensor, camera, servo motor, relay, current and voltage sensors were interfaced with the raspberry pi for image capturing, opening the door, switching and power monitoring respectively. The system captures the image of an approaching person and process it for recognition using FaceNet; an open source model for face recognition. Information was transmitted via SIM800L GSM module as SMS to the administrator. The system shuts down the office electrical network once the supply voltage exceeds 220v ac or less than 161v ac, thus preventing any chance of fire outbreak due to irregular power supply. The accuracy of image recognition model was 93.13%. This research has shown a simple way of implementing an autonomous smart office system that is capable of providing adequate security, efficiency and convenience in offices.

Cite This Paper

Odeyemi C. S., Olaniyan O. M., "Development of a Facenet Enhanced Secured Smart Office System", International Journal of Intelligent Systems and Applications(IJISA), Vol.16, No.1, pp.41-51, 2024. DOI:10.5815/ijisa.2024.01.04

Reference

[1]Divyashree D A, Dr. B R Sujatha, Energy Management System for Office/Home Automation, International Journal of Engineering Research & Technology (IJERT) NCETESFT – 2020, Vol. 8, Issue 14, 2020.
[2]Adelakun, N. O. & Omolola, S. A., Development and Testing of Arduino Timer Socket, WSEAS Transactions on Advances in Engineering Education, Vol. 20, Pp. 7-13, 2023, https://doi.org/10.37394/232010.2023.20.212-20
[3]Olajide M. B., Adelakun, N. O., Kuponiyi, D. S., Jagun, Z. O. & Odeyemi, C. S., Design of An Automatic License Plate Reader, ITEGAM Journal of Engineering and Technology for Industrial Applications, Manaus, v.8 n.37, 21-27, 2022. https://doi.org/10.5935/jetia.v8i37.833
[4]Folorunso C. O, Raheem W. A, Okutubo A, Ayininuola O., Voice-Activated Small Office Automation and Security System using Raspberry Pi. ABUAD Journal of Engineering Research and Development (AJERD), Vol. 4, Issue 2, 36-42, 2021.
[5]Wai, L., Malik, N. & Bodwade, Y., Literature Review on Home Automation System Literature Review on Home Automation System, Int. J. Adv. Res. Comput. Commun. Eng. ISO, 6(3), 733-737, 2017.
[6]Bo J., Leandro C. and Nuno C., Deep facial diagnosis: deep transfer learning from facial recognition to facial diagnosis. IEEE Access, 8 (2) 123649-123661, 2020.
[7]Anwar S. and Kishore D., IoT Based Smart Home Security System with Alert and Door Control using Smart Phone. International Journal of Engineering Research & Technology (IJERT), 5 (12) 504-509, 2016.
[8]Tuzcuo─člu, D., de Vries, B., Yang, D. and Sungur, A., "What is a smart office environment? An exploratory study from a user perspective", Journal of Corporate Real Estate, Vol. 25 No. 2, pp. 118-138, 2023. https://doi.org/10.1108/JCRE-12-2021-0041
[9]Gomathy, C. K., Keerthi, K., and Pavithra N., Smart door with facial recognition. International research journal of engineering and technology, volume 08 (10), 471-474, 2021.
[10]Bhuyar Renuka and Ansari Saniya, Design and Implementation of Smart Office Automation System. International Journal of Computer Applications (0975 – 8887) 151 (3) 37-46, 2016.
[11]Shaikh S. A. and Kapare A. S., Smart Office Area Monitoring and Control Based on IoT, International Journal of Engineering Research in Computer Science and Engineering. Vol.4, Issue 4, 48-52, 2017.
[12]Prasetyo T. F., Zaliluddin D. and Iqbal M., Prototype of Smart office System Using IoT based Security System. 4th international Seminar of Mathematics, Science and Computer Science Education IOP Publishing Conference Series: Journal of Physics, 2018. doi :10.1088/1742-6596/1013/012189
[13]Prentice C. T. and Karakonstantis G., A Smart Office System with Face Detection at the Edge. IEEE Smart World Congress: Proceedings 2018 ed., pp. 88-93, 2018.
[14]Apurva Shashank and Rajiv Vincent, An Innovative Approach for Secured Smart Office and Home System using IoT, Journal of Physics, National Science, Engineering and Technology. IOP Publishing, 1716 012056, 2021. https://doi.org/10.1088/1742-6596/1716/1/012056
[15]Arun S., Anjaneya R., Dharshan K. and Srinivasa N., Smart Office Monitoring System Using IoT, International Research journal of Engineering and Technology, 06 (4) 4560-4564, 2019.
[16]Adelakun, N. O., Olanipekun, B. A. & Omolola, S. A., Design and Testing of a Hybrid Distribution Board, ITEGAM Journal of Engineering and Technology for Industrial Applications, Manaus, v.7 n.32, Pp. 39-43. Nov/Dec, 2021. https://doi.org/10.5935/jetia.v7i32.788
[17]Abubakar I. N, Ufort E. G, Dodo U. A, Okosun O. E, Dodo M. A and Babalola O., Internet of Things (IoT) Based Office Automation System. Zaria Journal of Electrical Technology, Department of Electrical Engineering, Ahmadu Bello University, Zaria Nigeria. Vol. 10, issue 1, 12-18, 2021.
[18]Jagruti, K, Mishra, E., A Sandeep, K. Mishra, S. Priyanka, "Home Automation Using Wi-Fi Interconnection", International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering, Vol. 6, No. 8, pp 6-9, 2019.
[19]Alsaad S. N. and Hussien N. M., IoT based message alert system for emergency situations, International Journal of Computing and Digital Systems, 10 (1) 1123-1130, 2021.
[20]Adejumobi O. K., Sadiq M. O., Ayeni M. O., Fawole A. O. and Fakunle A. O., Development and Implementation of a PC-based Home Automation System using USB Protocol. International Journal of Engineering and Technology research, Published by Cambridge Research and Publications, 18 (5) 153-162, 2020.