Article Per Year (5 Year)
p-Index From 2021 - 2026
2.677
P-Index
This Author published in this journals
All Journal JIPTEK : Jurnal Ilmiah Pendidikan Teknik dan Kejuruan Jurnal Edukasi dan Penelitian Informatika (JEPIN) Scientific Journal of Informatics jurnal Teknologi Informasi Magister Jurnal ULTIMATICS IJID (International Journal on Informatics for Development) JURNAL ILMIAH M-PROGRESS SCAFFOLDING: Jurnal Pendidikan Islam dan Multikulturalisme Journal of Information Systems and Informatics Jurnal Pena Karakter : Jurnal Pendidikan Anak dan Karakter Jurnal Edukasi (Ekonomi, Pendidikan dan Akuntansi) Studies in Learning and Teaching Journal of Innovation in Educational and Cultural Research Journal of English Language and Education Panrannuangku Jurnal Pengabdian Masyarakat JUSTIN (Jurnal Sistem dan Teknologi Informasi) Jurnal Ilmiah Pendidikan Dasar (JIPDAS) Jurnal Pemberdayaan Masyarakat Journal of Pedagogy and Education Science Journal of Scientific Research, Education, and Technology
Aris Budianto, Aris
Universitas Sebelas Maret
Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Social Sciences Other

Published : 24 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : ijid international journal on informatics for development

 1 
A Counterfeit Paper Currency Recognition System Using LVQ based on UV Light Harjunowibowo, Dewanto; Hartati, Sri; Budianto, Aris
IJID (International Journal on Informatics for Development) Vol 1, No 2 (2012): IJID December
Publisher : Universitas Islam Negeri Sunan Kalijaga Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (870.108 KB) | DOI: 10.14421/ijid.2012.01202

Abstract

This research is aimed to test a paper currency counterfeit detection system based on Linear Vector Quantization (LVQ) Neural Network. The input image of the system is the dancer object image of paper currency Rp. 50.000,- fluorescent by ultraviolet light. The image of paper currency data was taken from conventional banks. The LVQ method is used to recognize whether the paper currency being tested is counterfeit or not. The coding was carried out using visual programming language. The feature size of the dancer tested object is 114x90 px and the RGBHSI was extracted as the input for LVQ. The experimental results show that the system has an accuracy 100% of detecting 20 real test case data, and 96% of detecting 22 simulated test case data. The simulated case data was generated by varying the brightness of the image data. The real test case data contains of 10 counterfeit paper currency and 10 original paper currency. The simulated case data contains of 11 original paper currency and 11 counterfeit paper currency. The best setting for the system is Learning Rate = 0.01 and MaxEpoh = 10.
Co-Authors Agus Efendi Andini, Ratih Friska Dwi Astuti, Vita Aula, Farisa Afza Azari, Fadhilah Rizky Cabuquin, Jomar C. Dewa, Radeca Angga Dewanto Harjunowibowo Endri Purnomo Esanudin, Rosyid Febri Liantoni, Febri Febrianti, Aditya Vidia Febrianti, Alvi Halimah, Adik Nur Indah Widiastuti Ischaq, Diah Fitriani Maula Isnantyo, Fajar Danur Khadija, Mutiara Auliya Larasati, Sukma Mariati, Pance Meliana, Vera Mintartik, Mintartik Moechammad Sarosa Nabila, Salima Khana Nafiah, Nafiah Nur Aini, Alifa Pambudi, Nugroho Agung Peruzzi, Erico Prakisya, Nurcahya Pradana Taufik Prihantari, Arrizka Puspanda Hatta Putri, Kharisma Rosyiana Rosihan Ariyuana, Rosihan Rudy Hartanto Saavedra, Analyn D. Saida Ulfa Sari, Dinna Mika Setyawan, Haidar Hendri Sri Hartati Sugeng, Andry Suhartanti, Tiwi Sukatiman Sukatiman Teguh Bharata Adji Wahyudi, Muhamad Nur Azmi Widodo, Cahyo Yosepha, Sri Yanthy Yunizar, Safira Zaqli, Abi Khoir Naufal