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All Journal International Journal of Electrical and Computer Engineering JETT (Jurnal Elektro dan Telekomunikasi Terapan) Jurnal ULTIMA Computing J-Dinamika: Jurnal Pengabdian Kepada Masyarakat JMECS (Journal of Measurements, Electronics, Communications, and Systems) Prosiding Konferensi Nasional PKM-CSR Jurnal Pengabdian Masyarakat Akademisi eProceedings of Applied Science Jurnal Indonesia Sosial Teknologi eProceedings of Engineering Jurnal INFOTEL
Angga Rusdinar
Universitas Telkom
Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Nursing Public Health Social Sciences

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Journal : International Journal of Electrical and Computer Engineering

 1 
Geometric and Grayscale Template Matching for Saudi Arabian Riyal Paper Currency Recognition Suci Aulia; Bagus Budhi L.; Angga Rusdinar; Yuyun Siti R.
International Journal of Electrical and Computer Engineering (IJECE) Vol 8, No 6: December 2018
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v8i6.pp4230-4238

Abstract

Detecting the authenticity of paper currencies using automated based Paper Currency Recognition (PCR) with image processing techniques was still a hot topic of discussion, due to the circulation of counterfeit currency that was still overwhelming in some countries. There was a downside along with this advancement in technology in the field of color printing, duplication, and scanning, because it was became one of the supporting factors of the increasing crime rate in production of counterfeit money. Our system has performed a PCR approach based on image processing techniques. In this study, the SAR banknote was the object to be recognized and detected its authenticity with the development of the previous method, which was incorporating the Geometric Template Matching and Grayscale Template Matching. In addition to the pattern recognition process, the classification process on 1 SAR, 2 SAR, 5 SAR, and 10 SAR was also performed. From PCR test up to 100 sample data, for each tested banknote value obtained the average value of the best accuracy level from incorporating GeoMatchingScore and GrayMatchingScore for the classification process was 95.25%. While the average level of system accuracy in recognizing counterfeit money on each banknote obtained a maximum value of 100%.
Co-Authors Abdillah Alda Rosi Abdul Aziz Hartalita Abdurahman, M Ammar Adam Fazri Rachman Addinul Rafif Nufrinal Adi Saputra, Angga Juliat Adri Tamma Furqon Afifa Augusta, Raihany Aflah , Muhammad Afrursah Satrio Bia Pratama Agung Maulana Agung Surya Wibowo Agus Ganda Permana Aherliwan Rudawan, Rikman Ahmad Sugiana Alam, Rifdo Shah Ali Akhmad Ghifari Alvin Surya Trisna Amelia Emara Ananda, Prima Raturia Andika Pradana Arif Wicaksono Andri Agustav Wirabudi Anggun Fitrian Isnawati Anggun Mustikasari Dewi Annisa Reski Febrina, Andi Anugrah Ikhsani Yusuf Anugrah Nurul Aprianty, A. Apnan Juanda Ardian Tirta Wardhana Arif Fadilah Arifah Ramadhani Aris Andista Cahya Ramadhon Arkan Muhammad Anandyanto Armaya, Geofany Arnan Tri Arminanto Arrayyan, Muhammad Izza Ramadhan Ashri Dinimaharawati Azam Zamhuri Fuadi Azzam Zamhuri Fuadi Bagus Budhi L. Basuki Rahmat Basuki Rahmat Masdi Siduppa Bayu Segara Putra Bedy Purnama Budi Permana Budi Setiadi Cahyantari Ekaputri Christiawan Nugroho Dadan Rohdiana Darlys, Denny Denny Darlis Dhani Eka Putra Subekti Dharmajati Hamzah Dinata, Laduni Dong Ho Lee Donny Rhomanzah Dudi Darmawan Dwiputra S, R Roger Ecky Erlangga Ajie Poetra Ekki Kurniawan Eko Setiawan, Aan Ema Epo Ilham Ajiprasetyo Erwin Susanto Estananto Evander Alfa Bahana Ezra Meliora Nainggolan Fadlillah, Riyan Fajar Apriansyah Imanudin Fajar Fendrian Syahputra Fajar Nurul Hasan Fajar Ridho Wicaksono Fajar Sidiq Adi Prabowo Fanio Prambudi Farhan Jihad Arridha FARIED IZZANTAMA NUGRAHA HARSWA Fath Muhammad Isham Fauzi Sofyan Favian Dewanta Feriq Muhammad Darojat Fiky Y. Suratman Fitrah Dipo Juni Kurniawan Fuadi , Azzam Zamhuri Fuadi, Azam Zahmuri Galih Ryan Bagastama Gani Gamayudha Sofyan Gede Eka Adi Sanjaya Geo Surya Andika Gustyan Sukmara, Reza Haridha Narulita Kusman Hastuti Hastuti Heppy Millanyani Herwian, Eduardus Arjuna Hilda Heldiana Hilmy Rifaldi I Nyoman Apraz Ramatryana I. Maulana Ibnu Waldy Ida Bagus Gede Uthara Ig. Prasetya Dwi Wibawa Ikbal Ramdani Ikrar Kurniawan Bahari Imam Darmawan Inung Wijayanto Irfan Farhan Sudrajat Irwan Purnama Isham, Fath Muhammad Ismail Maulana Juned Isnaeny Rahmawanthi Iswahyudi Hidayat Iwut Tritoasmoro, Iwan Iyodha Amanda Jangkung Raharjo Jerico, Lhudchya Imanuela Jonathan, Martuagus Junartho Halomoan Katsaman Katsaman Kharisma Bani Adam Khikmah Nur Dwi Nofanti Khwarizmi, Ahmad Faishal Leonardus Yulianto Priyoprahasto Linahtadiya Andiani M Darfyma Putra M. Arya Harisa Ashari M. Fadhil Abdullah Mahendra Syakir, Isra Mahersa, Radya Putra Mariel, Reinald Martin Hardiyanto Mas Sarwoko Suraatmadja Maulana, Dicky Rama Mera Kartika Delimayanti Miftadi Sudjai Mohamad Ramdhani Mohammad Akram Ardi Mohammad Ismail Zulkarnaen Muh Abdul Latif Muhajidin Muhajidin Muhammad Afan Aljafar Muhammad Fadil Muhammad Hilmy Anshoruddin Muhammad Nurul Fadhil Muhammad Reza Elang Erlangga Muhammad Reza Hammady Muhammad Ridho Rosa Mumtazanisa Fairuzen Nadia Tri Jayanti Nandika Wibowo Ni Luh Andrea Maurilla Sarasvanya Noval Hadriawan Novian Permana Nugraha, Alfiqri Radifa Nugraheni, Ratna Astuti Nur Andini Pitung Abdullah Sutowijoyo Porman Pangaribuan Prasaja Wibawa Utama Prasetya Wibawa Pratama, Difa Yudha Pratama, Yusup Diva Prima, Bintang Mulya Purnama , Irwan Purnama, Irwan R Rogers Dwiputra Setiady R. A. Priramadhi Rahayu, Eko Rahmad Rahmad Rahman , M. Aulia Rahmat Ihsani Yuskar Ramadhan, Dimasfika Rizqi Ramdani, Ikbal Ramdhan Nugraha Rangga Jaya Andika Rendy Andhika Putra Rendy Munadi Renhat Dial Panjaitan Reza Rendian Septiawan Ria Juliani Dewi Rifa Ganesha Bermana, Kelvin Rifdo Shah Alam Rifqi Amir Hamzah Rifqy Miftahul Hidayat Rijal Abdurrohman Rio Ari Saputra Risna Septisari Rivan Radian Suryadi Rizki Satya Pradana Rizky Daryanto Rizky Devi Permatasari Rizqi, Febrian Maulana Samuel Febrikab Dwiprasetiabudhi Saragih, Intan Satria Yogsakti, Don Bosko Septa Muhammad Rivaldy Shafiyyah Shafiyyah Shendy Setiawan Sigit Yuwono Simon Siregar Soegiarto, Duddy Sofyan, Ahmad Rizal Miftah Awali Sofyan, Fauzi Sonia Dian Maniswari Sony Sumaryo Suci Aulia Suryo Adhi Wibowo Suyo Adhi Wibowo Swido Gari Tidargo Syamsul Rizal Syiraz, Rifqi Fathin Tania, Angel Bless Tristan Daru , Alexander Umar Ali Ahmad Unang Sunarya Usman Sakiman Violi, Yuke Waldy, Ibnu Wardhana Dwi Febrian Willy Anugrah Cahyadi Yohana Jayanti Aruan Yuga Prasatyo Sampurno Yulianto Dwi Nurul Haqqi Yusmansyah Yusmansyah Yusuf Pratama Ari Wiyono Yusup Diva Pratama Yuyun Siti R. Zulfananto Herdyawan Zulfi Zulfi Zulpikar Alaudin