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All Journal HAYATI Journal of Biosciences Jurnal Agronomi Indonesia (Indonesian Journal of Agronomy) Jurnal Ilmu Pertanian Indonesia Jurnal Teknologi Dan Industri Pangan Jurnal Teknologi Industri Pertanian E-jurnal Agro-Industri Indonesia Reaktor Microbiology Indonesia BIOTROPIA - The Southeast Asian Journal of Tropical Biology Agrointek Jurnal Penelitian Pascapanen Pertanian Jurnal Penelitian dan Pengembangan Pertanian Buletin Teknologi Pasca Panen Journal of Engineering and Management in Industrial System Indonesian Journal of Business and Entrepreneurship (IJBE) Journal of Engineering and Technological Sciences agriTECH Jurnal Sumberdaya Hayati Science and Technology Indonesia Jurnal Bioteknologi & Biosains Indonesia (JBBI) Squalen Bulletin of Marine and Fisheries Postharvest and Biotechnology EDUFORTECH BIOEDUSCIENCE Journal of Tropical Crop Science Menara Perkebunan Journal of Applied Engineering and Technological Science (JAETS) Indonesian Journal of Electrical Engineering and Computer Science Jurnal Penelitian dan Pengembangan Pertanian International Journal of Mechanical Engineering Technologies and Applications (MECHTA) Jurnal Agroekoteknologi Terapan ABDI PUSTAKA: Jurnal Perpustakaan dan Kearsipan Proceedings of International Conference on Multidiciplinary Research Journal of Applied Agricultural Science and Technology Prosiding Seminar Nasional Universitas Serambi Mekkah PERTANIAN TROPIK Pharmaceutical Sciences and Research (PSR) Makara Journal of Science Makara Journal of Technology Jurnal Natural Journal of Sciencce Technology and Visual Culture JURNAL REKAYASA KIMIA & LINGKUNGAN
Titi Candra Sunarti
Departemen Teknologi Industri Pertanian Fakultas Teknologi Pertanian Institut Pertanian Bogor Jl. Lingkar Akademik, Kampus IPB Darmaga, Bogor 16680; Telp. (0251) 8621974
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Journal : Journal of Applied Agricultural Science and Technology

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The Concept Design of Rice Quality Detection System Using Model-Based System Engineering Approach Cahyana, Purwa Tri; Sunarti, Titi Candra; Noor , Erliza; Hardjomidjojo, Hartrisari; Laily, Noer
Journal of Applied Agricultural Science and Technology Vol. 8 No. 4 (2024): Journal of Applied Agricultural Science and Technology
Publisher : Green Engineering Society

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55043/jaast.v8i4.256

Abstract

Quality of rice is determined by several factors such as water content, broken grains, and whiteness. The approach often used for the measurement is manual, time-consuming, and prone to error. Therefore, this research proposes a faster and more accurate rice quality detection system using Model-Based System Engineering (MBSE) approach. System was based on the needs analysis presented through an activity diagram showing the components and activities flow. Logical architecture diagrams were also used to structurally describe system logic to be further abstracted to the physical architecture stage. Moreover, machine learning techniques were used to simulate rice quality data analysis using the decision tree classification with the Iterative Dichotomizer 3 (ID3) algorithm. The simulation was applied to 200 supervised random datasets divided into 80% training and 20% test data with a focus on three attributes, including water content, broken grains, and whiteness. System design was developed using Visual Paradigm Community Edition software and the data were analyzed through the application of R software. The ID3 algorithm simulation produced rice quality detection system with a 92.5% accuracy rate, where 53% of rice was classified as good and 47% as bad. The proposed conceptual design for rice quality detection can be a starting point for the development of an industrial-scale system design.
Co-Authors Adisalamun Adisalamun Agus Setiyono AHMAD JUNAEDI Aisyah, Nadira Akhmad Endang Zainal Hasan Anas Miftah Fauzi Andi Nurul Aulia Sari Andika Susantri Ani Suryani Ani Suryani Anja Meryandini ANJA MERYANDINI Anja Meryandini Anja Meryandini Anja Meryandini Anja Meryandini Anja Meryandini ANJA MERYANDINI Anja Meryandini Anja Meryandini Anja Meryandini Anuraga Jayanegara APRILIA NAOMI Aprilia Nurhasna Aris Purwanto Asep Wawan Permana Asep Wawan Permana, Asep Wawan Asrianti Basri Asrianti Basri Ayu Rahayu SARASWATI Bambang Prasetya Basri, Asrianti Basri, Asrianti Besty Maranatha Birahy, Deford Cristy Bruce A. Welt, Bruce A. Cahyana, Purwa Tri Christina Winarti Christina Winarti Dede Heri Yuli Yanto Dedi Fardiaz Devi Ambarwaty Oktavia Dewi Diniaty Djumali Mangunwidjaja Djumali Mangunwidjaja Djumali Mangunwidjaja Djumali Mangunwidjaja Djumali Mangunwidjaja Dwi Setyaningsih Eka Putri EKA RURIANI Eka Ruriani EKA RURIANI Elisa Julianti Elly Rosyidah Endang Warsiki Endang Warsiki Erliza Noor Euis Hermiati Evi Savitri Iriani Evi Savitri Iriani, Evi Savitri Faqih Udin FARAH FAHMA Februadi Bastian Feri Kusnandar Ferry Mutia FERY MUTIA Fiora Helmi Frangky J. Paat Glisina Dwinoor Rembulan Hadi Karia Purwadaria, Hadi Karia Hari Eko Irianto Hartami Dewi Hartrisari Hardjomidjojo Hasrul Satria Hasrul Satria, Hasrul Ifah Munifah Ika Amalia Kartika Ilham Marvie Indah Yuliasih IRA ERDIANDINI, IRA Irmayanti Irmayanti Irmayanti Irmayanti, Irmayanti Irvan Anwar Iskandar Lubis Kendri Wahyuningsih Kendri Wahyuningsih, Kendri Khaswar Syamsu Kirana Sanggrami Sasmitaloka Kurniawan Yuniarto Kurniawan, Dede Yudo Laily, Noer Lala Nurmala Lisman Suryanegara M. EDY SOFIYANTO Machfud Machfud Mala Nurilmala Manalu, Lamhot Maranatha, Besty Marimin , Matasik, Delfania Maya Melati Mohamad Syamsul Ma’arif Mulyorini Rahayuningsih Nastiti Siswi Indrasti Nida El Husna Niken Financia Gusmawati NISA RACHMANIA MUBARIK Nisfatin Shofiana Nur Richana Nuri Andarwulan Odi Andanu Ono Suparno Paramuji, Muji Pasaribu, Fatimah J Petrus Adam Pramana, Yanuar Sigit Purwanto, Yanuar Jarwadi Purwoko Purwoko Pustika Adwiyani RAMADHAN, ZULFA AULIA Ratna Ekawati Ratna Ekawati Ridwansyah Ridwansyah Rijanti Rahaju Maulani Rijanti Rahaju Maulani Rijanti Rahaju Maulani Rini Purnawati Rismawati . RM Muhammad Nur Fauzan Roh santoso Ronny Soputan Rosyidah, Elly Ruka Yulia SAFITRI NURLAELA Salfauqi Nurman, Salfauqi Sanbein, Primus Sapta Raharja Savira Astri Adriana Setyo Purwanto Singgih Wibowo Sitti Rahbiah Akram Stanislaus Aditya Agung Sugiyanta Sukard Sumarni Nompo Suprihatin Suprihatin Suprihatin Suprihatin Suprihatin Suprihatin Suprihatin Suyono, Meisy Nawang Taufik Hidayat Tjahja Muhandri Tryanisa Ridla Amalia Utomo, Prasetyo Hadi Vestika Iskawati Wahidul Hijah Wahyu Widosari Wawan Hermawan Widiatmaka Widiatmaka Widosari, Wahyu WULAN, RAHAYU Yandra Arkeman Yaya Rukayadi Yuana Susmiati Yulia, Ruka YULIANA, META YULIN LESTARI Yulistika, Efri Yunus Triyonggo, Yunus Yusmiati Yusmiati Zahrani, Siti Mutia