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Journal : Edumaspul: Jurnal Pendidikan

Identification of Learning Javanese Script Handwriting Using Histogram Chain Code Arif Budiman; Abdul Fadlil; Rusydi Umar
Edumaspul: Jurnal Pendidikan Vol 7 No 1 (2023): Edumaspul: Jurnal Pendidikan
Publisher : Universitas Muhammadiyah Enrekang

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Abstract

One of the wealth of the Indonesian nation is the many tribes with their own languages and scripts. One of the scripts that has existed since long before the independence of the State of Indonesia is the Javanese script, with the use of Latin script used by almost every aspect of life, both official official activities and daily use, the use of traditional scripts, especially Javanese script, is increasingly scarce. To facilitate learning the Javanese script, learning media is needed with the ability to recognize Javanese characters. In this study, pre-processing was used, especially feature extraction using the Histogram Chain Code (HCC) method and classification using artificial neural networks using the Multi Layer Perceptron method. This study compares four research models by setting the number of HCC feature extraction parameters obtained from one intact image and 3 divided images of 4, 9 and 16 parts respectively so that the total parameters of each HCC model are 8, 32, 72 and 128 parameters characteristic. The training and testing process using the Multi Layer Perceptron method uses 2000 handwritten Javanese script image data which is divided into 80%, namely 1600 images for the training process and 400 images for the testing process. This research resulted in different accuracies, namely 57%, 78%, 83% and 76%. The best accuracy is obtained from the HCC model with 72 parameters and the image is divided into 9 sections.
Co-Authors Aang Anwarudin Abdullah Hanif Achmad Nugrahantoro Achmad Nugrahantoro Aditiya Dwi Candra Ahmat Taufik Ainin Maftukhah Aji, Sukma Alfiansyah Imanda Putra Alfiansyah Imanda Putra Alfian Anak Agung Ketut Sudharmawan Anggit Pamungkas Anton Yudhana Anwar Siswanto ANWAR, FAHMI Arief Setyo Nugroho Arief Setyo Nugroho Arif Budi Setianto Arif Budiman Arif Budiman Atmojo, Dimas Murtia Aulia, Aulia Az-Zahra, Rifqi Rahmatika Aznar Abdillah, Muhamad Bagus Primantoro Basir, Azhar Candra, Aditiya Dwi Darajat, Muhammad Nashiruddin Denis Prayogi Denis Prayogi Dhimas Dwiki Sanjaya Dian Permata Sari Dikky Praseptian M Dimas Murtia Atmojo Doddy Teguh Yuwono Dwi Susanto Dwi Susanto Edy Fathurrozaq Eko Prianto Eko Prianto Ermin Al Munawar Ermin Ermin Esthi Dyah Rikhiana Fahmi Anwar Fahmi Auliya Tsani Fahmi Auliya Tsani Fahmi Fachri Fajar R. B Putra Faqihuddin Al-anshori Faqihuddin Al-Anshori, Faqihuddin Farhah Kamilah Fathurrahman, Haris Imam Karim Fauzi Hermawan Firmansyah Firmansyah Firmansyah Firmansyah Firmansyah Yasin Fitrah Juliansyah Fitrah Fitri Muwardi Frandika Septa Gusrin, Muhaimin Gustina, Sapriani Hafizh, Muhammad Nasir Hendril Satrian Purnama Herman Ibnu Rifajar Ibrahim Mohd Alsofyani Ihyak Ulumuddin Ikhsan hidayat Ilhamsyah Muhammad Nurdin Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Izzan Julda D.E Purwadi Putra januari audrey Joko Supriyanto Joko Supriyanto Kartika Firdausy Lestari, Yuniarti Luh Putu Ratna Sundari M. Nasir Hafizh Mini, Ros Mohd Hatta Jopri Mudinillah, Adam Muh. Fadli Hasa Muhaimin Gusrin Muhamad Daffa Al Fitra Muhamad Rosidin Muhammad Johan Wahyudi Muhammad Nasir Hafizh Muhammad Nurdin, Ilhamsyah Muhammad Rizki Setyawan Murni Murni Musri Iskandar Nasution Mustofa Mustofa Muwardi, Fitri Novi Tristanti Novita Ranti Muntiari Novita Ranti Muntiari Nur Makkie Perdana Kusuma Ponco Sukaswanto Poni Wijayanti Putri Annisa Putri Annisa Putri Annisa Putri Purnamasari Ramadhani, Muhammad Rezki Ramdhani Rifqi Rahmatika Az-Zahra Rio Subandi Rizky Andhika Surya Roni Anggara Putra Rosad, Safiq Rusydi Umar Rusydi Umar Ryan Fitrian Pahlevi Saifudin Saifudin Saifullah, Shoffan Saleh khalifa saad Saleh Khalifah Saad Septa, Frandika Setyaputri, Khairina Eka Setyaputri, Khairina Eka Setyaputri, Khairina Eka Shinta Nur Desmia Sari Siti Helmiyah Siti Helmiyah Sukaswanto, Ponco Sukma Aji Sulis Triyanto Sunardi Sunardi Sunardi, Sunardi Surya Yeki Surya Yeki Syarifudin, Arma Tiara Widyakunthaningrum Tole Sutikno Tresna Yudha Prawira Tresna Yudha Prawira Tuswanto Tuswanto Winoto, Sakti Yana Mulyana Yasidah Nur Istiqomah Yeki, Surya Yossi Octavina Yu-Hao Lin Yuminah yuminah Yuminah, Yuminah Yuwono Fitri Widodo Zulhijayanto -