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All Journal MANAJEMEN HUTAN TROPIKA Journal of Tropical Forest Management Jurnal Teknologi Industri Pertanian Buletin PSP E-jurnal Agro-Industri Indonesia Jurnal Manajemen dan Organisasi MANAJEMEN IKM: Jurnal Manajemen Pengembangan Industri Kecil Menengah Jurnal Manajemen dan Agribisnis Forum Pasca Sarjana Jurnal Teknik Industri JURNAL REKAYASA DAN MANAJEMEN AGROINDUSTRI JURNAL ANALISIS KEBIJAKAN KEHUTANAN Gadjah Mada International Journal of Business Indonesian Journal of Business and Entrepreneurship (IJBE) Jurnal Teknologi Pertanian Journal of Regional and City Planning Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Warta IHP (Warta Industri Hasil Pertanian) Jurnal Ilmiah Teknologi Pertanian Agrotechno JURNAL ILMIAH GEOMATIKA Jurnal Ecolab International Journal of Supply Chain Management ASEAN Journal on Science and Technology for Development Jurnal Permukiman Jurnal Optimalisasi Journal of Applied Engineering and Technological Science (JAETS) BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi Journal of Applied Agricultural Science and Technology KEYNESIA : INTERNATIONAL JOURNAL OF ECONOMY AND BUSINESS Jurnal Manusia dan Lingkungan
Hartrisari Hardjomidjojo
Departemen Teknologi Industri Pertanian, Fakultas Teknologi Pertanian, IPB University Kampus IPB Gedung Fateta Lantai 2, Jalan Lingkar Akademik Kampus IPB, Bogor, Jawa Barat 16680
Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Mathematics Social Sciences Transportation Other

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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 - Hamdi . Syaiful Abiyyu Muhammad Haris Aditya Kurniawan Aditya Kurniawan Aditya Pandu Nugraha Aji Hermawan Amiruddin Saleh Anggraini Sukmawati Anthon A. Djari Arahmah, Melina Ario Damar Ayu Diah Padyanawati Bambang Pramudya N Basita Ginting Budi Yulianto Cahyana, Purwa Tri Casnan Casnan Casnan, Casnan Chandra Wijaya Chandra Wijaya Daniel Bunga Paillin Daniel R. Monintja Darwin Kadarisman Daud Silalahi Dewi Auditiya Marizka Domu Simbolon Donny Iskandar Edwarsyah Edwarsyah Eka Intan Kumala Putri Eko Ruddy Cahyadi Elisa Anggraeni Elisa Anggraeni, Elisa Endriatmo Soetarto Erliza Noor Eti Rohaeti Faisal Ramdhani Faqih Udin dan Jono M. Munandar Meivita Amelia FARAH FAHMA Fransiska Zakaria Habib Subagio, Habib Hadi S Alikodra Harmin Sarana Hasim - Heri Suprayitno Hery Widijanto Irzaman, Irzaman John Haluan Kartiko Eko Putranto Kooswardhono Mudikdjo Laily, Noer Lalitya Narieswari Lestari, Suci Ayu LILIK BUDIPRASETYO Lintang Harwina Madyaratry M. Syamsul Maarif Ma'mun Sarma Machfud Machfud Machfud Machfud Machfud Madyaratry, Lintang Harwina Marimin , Marissa Grace Haque Marlinda Apriyani Matasik, Delfania Meizar Malanesia Mita Wahyuni Mohamad Syamsul Ma’arif Muhammad Ismail Muhammad Romli dan Suprihatin Andes Ismayana Musa Hubeis Muti'atul Chosyi'ah N S Indrasti Nadya Megawati Rachman Nastiti Siswi Indrasti Nugroho, Bagus Dwi Ono Suparno Pranatasari, Nur Army Purnawan Purnawan Purnawan Purnawan Rahayu, Nur Fitri Reza Ahda Sabiila Rina Marina Masri Rinekso Soekmadi Roedhy Poerwanto Rohayati Rudi C. Tarumengkeng Safitriyawi, Roja Santun R.P. Sitorus Santun R.P. Sitorus Santun R.P. Sitorus Sapta Raharja Siti Leny Puspasari Sumardjo Suprihatin Suprihatin Suprihatin Suprihatin Suprihatin Suryadari, Agung Suryahadi (Suryahadi) Suyadi Cornellius Titi Candra Sunarti Titin Mahardini Tjahja Muhandri Tommy H. Purwaka Tridoyo Kusumastanto Udoh Roudotul Jannah Ulfah, Tya Utomo, Prasetyo Hadi Wa Ode Muliastuty Wowiling, Novie CH Y.A. Budhi Jatmiko Yandra Arkeman Yofita Sandra Yulistika, Efri Yunus Triyonggo, Yunus Yusianto Rindra Zulfiandri Zulfiandri