A Vision Based Three-Layer Access Management System with IoT Integration

N. I. Hossain, Ali Reza Galib, Raihan Bin Mofidul, Dhiman Kumar Sarker
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引用次数: 4

Abstract

In developing countries, traditional access management systems ubiquitously use either keypad based password protection or radio frequency identification (RFID) card based protection. With the increased number of threats in recent years, these systems are becoming more vulnerable. If the password or the RFID card is somehow compromised, any unauthorized person can breach the system with ease. Considering and analyzing these issues, a cost-effective prototype of a vision based three-layer access management system with IoT connectivity was developed. In this paper, an access management system architecture is proposed based on the fusion of radio frequency identification, back propagation based face recognition and password protection. The system is also connected to a Node JS based web server. Whenever an access is granted or any unauthorized access is detected, an SMS and an email are sent to both the user and the system administrator. Data security is ensured by exploiting AES encryption on the system side and AES decryption on the server side. In case of face recognition, the access is granted if the achieved confidence level is over 80%.
基于视觉的三层接入管理系统与物联网集成
在发展中国家,传统的门禁管理系统普遍使用基于键盘的密码保护或基于射频识别(RFID)卡的保护。随着近年来威胁数量的增加,这些系统变得越来越脆弱。如果密码或RFID卡以某种方式泄露,任何未经授权的人都可以轻松地破坏系统。考虑并分析了这些问题,开发了具有物联网连接的基于视觉的三层接入管理系统原型。本文提出了一种基于射频识别、基于反向传播的人脸识别和密码保护融合的门禁系统架构。该系统还连接到一个基于Node JS的web服务器。每当授予访问权限或检测到任何未经授权的访问时,都会向用户和系统管理员发送SMS和电子邮件。通过在系统端使用AES加密和在服务器端使用AES解密来保证数据的安全性。在人脸识别的情况下,如果达到的置信度超过80%,则授予访问权限。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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