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Journal : Journal of Computer Science, Information Technology and Telecommunication Engineering (JCoSITTE)

Neural Network Algorithm for Biometric Analysis of Human Retina Image Nst, Tuti Adi Tama; DEA, Bambang Hidayat; Andini, Nur; Zakaria, Hasballah
Journal of Computer Science, Information Technology and Telecommunication Engineering Vol 5, No 2 (2024)
Publisher : Universitas Muhammadiyah Sumatera Utara, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30596/jcositte.v5i2.20000

Abstract

Identity recognition is an important process because many systems require a valid user identity for security and access control. Identity recognition such as passwords, signatures, id cards have some weaknesses that are they can be duplicated, stolen, forgotten, and even lost. Identity recognition using biometric techniques is known to be more reliable. Biometric technique is a recognition and classification technique that uses human behavior and physical atributes. In this research, a non-realtime simulation system is designed to identify a person by biometric of retina image. The system can identify one's identity through pattern of retinal blood vessels. The processes of this system divided into two stages that are training stages and testing stage. The identification process begins with prepocessing retinal photo. Biometric features extracted by using Discrete Orthonormal S Transform (DOST). Biometric classification by using Adaptive Resonance Theory 2 (ART 2) with unsupervised learning process that can recall previously learned patterns . The results obtained from this study showed 65% of accuracy  for the right retina image and 50% of accuracy for the left retina image. Computing time is about 6 seconds. Further development is needed to improve the accuracy of the system as a security and access control systems.
Co-Authors A. Ali Muayyadi A. Ali Muayyadi Abdul Wahab Achmad Ali Muayyadi Ahmed Sardi Alifdio Hendra Putra Andre Yohanes Antoni Angga Rusdinar Anhar Muthaqien Annisa Yandra Oktora Arfianto Fahmi Arianto Sirandan Bambang Hidayat Bhaskara Narottama Danding Adhi Priutomo Dara Aulia Feryando Dea Delia Lestari DEA, Bambang Hidayat Desti Madya Saputri Dwi Santi, Retno Eka Yuwitaning Elyza Dilla Susanti Fachrur Rozi Fachrur Rozie, Fachrur Fadhlan Putra Fairus, Fairus Ferry Kondo Lembang Firli Fauzia Karima Fransiskus Firdyan Laia Furry Rachmawati Garizah Ganih Pranoto Gelar Budiman Gilang Wicahyo Gina Ramadhanti Huda Feriyanti, Nurul Hurianti Vidyaningtyas Ibliyah, Khusah Iswahyudi Hidayat Iwan Iwut Tritoasmoro Jangkung Raharjo Jefry Armando Yunas Jonthala Tambunan Kalsum Kalsum Kurnia Khafidhatur Rafiah Leanna Vidya Yovita Linda Meylani Mohammad Akram Ardi Muhamad Luthfi Wahid Muhammad Tezar Nachwan Mufti Adriansyah Neng Anggi Iliadi Nst, Tuti Adi Tama Obed Rhesa Ludwiniananda Patricius Evander Christy Pratimi, Prita Qori Alfian Ranggi Sistama Ratri Dwi Atmaja Rendy Munadi Revi Dianawati Reza Arlan Rheza Rivaldi Hi Hukum Rina Pudji Astuti Rita Magdalena Rizky Setyaningrum Rizqi Muhammad Sayidia Rizki Arfina Shelvi Assholehah, Aprilia Suwitrisna Putra Tamardi Pranata Tampubolon Uke Kurniawan Usman Ummah, Nabila Wardatul Van Delsen, M. S. Noya Vinsensius Sigit Widhi Prabowo Wijayaning Bawono Yoga Julio Parisa Yoga Prahara Novandanu Zakaria, Hasballah Zarka Lazuardi Putera Zuhdi, Fiki Riehaz