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Development of face recognition on raspberry Pi for security enhancement of smart home system

Gunawan, Teddy Surya and Hasan Gani, Muhammad Hamdan and Abdul Rahman, Farah Diyana and Kartiwi, Mira (2017) Development of face recognition on raspberry Pi for security enhancement of smart home system. Indonesian Journal of Electrical Engineering and Informatics (IJEEI), 5 (4). pp. 317-325. ISSN 2089-3272

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Abstract

Nowadays, there is a growing interest in the smart home system using Internet of Things. One of the important aspect in the smart home system is the security capability which can simply lock and unlock the door or the gate. In this paper, we proposed a face recognition security system using Raspberry Pi which can be connected to the smart home system. Eigenface was used the feature extraction, while Principal Component Analysis (PCA) was used as the classifier. The output of face recognition algorithm is then connected to the relay circuit, in which it will lock or unlock the magnetic lock placed at the door. Results showed the effectiveness of our proposed system, in which we obtain around 90% face recognition accuracy. We also proposed a hierarchical image processing approach to reduce the training or testing time while improving the recognition accuracy.

Item Type: Article (Journal)
Additional Information: 5588/60142
Uncontrolled Keywords: eigenface; Principal Component Analysis; face recognition; Smart Home System
Subjects: T Technology > TK Electrical engineering. Electronics Nuclear engineering
Kulliyyahs/Centres/Divisions/Institutes: Kulliyyah of Engineering > Department of Electrical and Computer Engineering
Kulliyyah of Information and Communication Technology > Department of Information System
Kulliyyah of Information and Communication Technology > Department of Information System
Depositing User: Dr Teddy Surya Gunawan
Date Deposited: 18 Dec 2017 10:22
Last Modified: 18 Apr 2018 10:17
URI: http://irep.iium.edu.my/id/eprint/60142

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