Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method

A banknote is a currency issued by a country, and it was first introduced in the 16th century. The counterfeiting of banknotes by cunning criminals became a great challenge with the current advanced technology. Forensic scientists are using chemical methods, such as Fourier transform infrared (FTIR)...

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Main Authors: Hassan, Nurfarhana, Ahmad, Tahir, Mahat, Naji Arafat, Maarof, Hasmerya, Abdullahi, Mujahid, Ajid, Nur Farah Dina, Jasmi, Zarith Sofia, How, Foo Keat
Format: Article
Language:English
Published: MDPI 2023
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Online Access:http://eprints.utm.my/105662/1/TahirAhmad2023_AuthenticationofCounterfeitHundredRinggit.pdf
http://eprints.utm.my/105662/
http://dx.doi.org/10.3390/math11041002
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Institution: Universiti Teknologi Malaysia
Language: English
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spelling my.utm.1056622024-05-08T06:11:37Z http://eprints.utm.my/105662/ Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method Hassan, Nurfarhana Ahmad, Tahir Mahat, Naji Arafat Maarof, Hasmerya Abdullahi, Mujahid Ajid, Nur Farah Dina Jasmi, Zarith Sofia How, Foo Keat QA Mathematics A banknote is a currency issued by a country, and it was first introduced in the 16th century. The counterfeiting of banknotes by cunning criminals became a great challenge with the current advanced technology. Forensic scientists are using chemical methods, such as Fourier transform infrared (FTIR) spectroscopy for differentiating genuine and counterfeit banknotes. However, the FTIR spectra of banknotes may require further pattern recognition analysis due to their high similarities. In this paper, a fuzzy graph-based algorithm for authentication of the FTIR spectrum, namely chemometrics fuzzy autocatalytic set (c-FACS), is used to discriminate between genuine and counterfeit hundred Ringgit Malaysian (RM100) banknotes. The results show that the genuine and counterfeit RM100 banknotes have slightly distinct patterns when analyzed using c-FACS. In addition, the results are compared with RM50 banknotes, and the results reveal that the nodes or dominant axis varies between the two banknotes. To verify the reliability of the results, the results obtained via c-FACS are compared with principal component analysis (PCA). The c-FACS showed better performances as compared to PCA in terms of time consumption and observation. Thus, the c-FACS has the ability to assist forensic investigations involving banknote counterfeiting crimes. MDPI 2023-02 Article PeerReviewed application/pdf en http://eprints.utm.my/105662/1/TahirAhmad2023_AuthenticationofCounterfeitHundredRinggit.pdf Hassan, Nurfarhana and Ahmad, Tahir and Mahat, Naji Arafat and Maarof, Hasmerya and Abdullahi, Mujahid and Ajid, Nur Farah Dina and Jasmi, Zarith Sofia and How, Foo Keat (2023) Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method. Mathematics, 11 (4). pp. 1-12. ISSN 2227-7390 http://dx.doi.org/10.3390/math11041002 DOI:10.3390/math11041002
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic QA Mathematics
spellingShingle QA Mathematics
Hassan, Nurfarhana
Ahmad, Tahir
Mahat, Naji Arafat
Maarof, Hasmerya
Abdullahi, Mujahid
Ajid, Nur Farah Dina
Jasmi, Zarith Sofia
How, Foo Keat
Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method
description A banknote is a currency issued by a country, and it was first introduced in the 16th century. The counterfeiting of banknotes by cunning criminals became a great challenge with the current advanced technology. Forensic scientists are using chemical methods, such as Fourier transform infrared (FTIR) spectroscopy for differentiating genuine and counterfeit banknotes. However, the FTIR spectra of banknotes may require further pattern recognition analysis due to their high similarities. In this paper, a fuzzy graph-based algorithm for authentication of the FTIR spectrum, namely chemometrics fuzzy autocatalytic set (c-FACS), is used to discriminate between genuine and counterfeit hundred Ringgit Malaysian (RM100) banknotes. The results show that the genuine and counterfeit RM100 banknotes have slightly distinct patterns when analyzed using c-FACS. In addition, the results are compared with RM50 banknotes, and the results reveal that the nodes or dominant axis varies between the two banknotes. To verify the reliability of the results, the results obtained via c-FACS are compared with principal component analysis (PCA). The c-FACS showed better performances as compared to PCA in terms of time consumption and observation. Thus, the c-FACS has the ability to assist forensic investigations involving banknote counterfeiting crimes.
format Article
author Hassan, Nurfarhana
Ahmad, Tahir
Mahat, Naji Arafat
Maarof, Hasmerya
Abdullahi, Mujahid
Ajid, Nur Farah Dina
Jasmi, Zarith Sofia
How, Foo Keat
author_facet Hassan, Nurfarhana
Ahmad, Tahir
Mahat, Naji Arafat
Maarof, Hasmerya
Abdullahi, Mujahid
Ajid, Nur Farah Dina
Jasmi, Zarith Sofia
How, Foo Keat
author_sort Hassan, Nurfarhana
title Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method
title_short Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method
title_full Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method
title_fullStr Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method
title_full_unstemmed Authentication of counterfeit hundred Ringgit Malaysian banknotes using fuzzy graph method
title_sort authentication of counterfeit hundred ringgit malaysian banknotes using fuzzy graph method
publisher MDPI
publishDate 2023
url http://eprints.utm.my/105662/1/TahirAhmad2023_AuthenticationofCounterfeitHundredRinggit.pdf
http://eprints.utm.my/105662/
http://dx.doi.org/10.3390/math11041002
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