Security enhancement of smart home system using signature recognition on Raspberry Pi

Gunawan, Teddy Surya and Hamzah, Nur Asyiqin and Kartiwi, Mira and Effendi, Mufid Ridlo and Ismail, Nanang and Anwar, Rosihon (2020) Security enhancement of smart home system using signature recognition on Raspberry Pi. In: 6th International Conference on Wireless and Telematics (ICWT) 2020, 3rd-4th September 2020, Bandung, Indonesia.

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Abstract

Signatures play a crucial role in human life as part of their identity. Nowadays, there is a growing interest in the smart home system using the Internet of Things (IoT). Furthermore, signature recognition and verification can play essential roles in finance, banking, home system, insurance, and others. This paper's main objective is to design and implement a signature recognition system on a single board computer, i.e., Raspberry Pi 3 equipped with an LCD touchscreen. First, the acquired signature image was cropped and resized. Next, a binary image was extracted as features to train the artificial neural network (ANN). The trained ANN was used to classify the input signature to determine whether the signature is genuine or forged. Results showed that the recognition rate of 99.77% was achieved using a confidence level threshold of 85% during testing.

Item Type:	Conference or Workshop Item (Invited Papers)
Additional Information:	5588/84773
Uncontrolled Keywords:	smart home; security enhancement; signature recognition; Raspberry Pi.
Subjects:	T Technology > TK Electrical engineering. Electronics Nuclear engineering > TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices > TK7885 Computer engineering
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button):	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 Kulliyyah of Engineering Kulliyyah of Information and Communication Technology Kulliyyah of Information and Communication Technology
Depositing User:	Prof. Dr. Teddy Surya Gunawan
Date Deposited:	23 Nov 2020 04:18
Last Modified:	17 Jan 2021 12:59
URI:	http://irep.iium.edu.my/id/eprint/84773

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