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All Journal Journal of Information System Jurnal Ilmiah Matrik Jurnal ULTIMA InfoSys Komputasi: Jurnal Ilmiah Ilmu Komputer dan Matematika Jurnal Muara Sains, Teknologi, Kedokteran dan Ilmu Kesehatan Journal of Information Systems and Informatics Jurnal Informatika Ekonomi Bisnis G-Tech : Jurnal Teknologi Terapan Computer Science and Information Technologies Journal of Applied Data Sciences Warta Pengabdian Andalas: Jurnal Ilmiah Pengembangan Dan Penerapan Ipteks Indonesian Community Journal Jurnal Nasional Teknik Elektro dan Teknologi Informasi Jurnal Ilmu Komputer dan Sistem Informasi (JIKSI)
Jansen Wiratama
Department Of Information System, Universitas Multimedia Nusantara, Tangerang, Banten
Agriculture, Biological Sciences & Forestry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Electrical & Electronics Engineering Energy Engineering Environmental Science Medicine & Pharmacology Public Health Social Sciences Other

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Fuzzy Expert System for Melamine Moulding Compound Dye Feasibility Identification: A Case study on Plastic Industry Jansen Wiratama; Santo Fernandi Wijaya; Samuel Ady Sanjaya; Florentina Kurniasari; Hendro Budiyanto; Ala Al Kafri; Nuttaphat Sukchitt
Journal of Applied Data Sciences Vol 7, No 3: September 2026
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v7i3.1498

Abstract

This study addresses a practical decision problem within the melamine industry. Production managers are tasked with determining whether a new Melamine Moulding Compound (MMC) dye is suitable for use, based on testing parameters such as boiling point, processing time, and pressure. Given that these values frequently fall between established expert categories, manual decision-making can be challenging to justify and replicate. Accordingly, this research develops a web-based Fuzzy Sugeno expert system to assess the feasibility of MMC dye. The model incorporates three input variables, each characterized by low, medium, and high fuzzy sets. Expert knowledge is formalized into 27 rules employing zero-order Sugeno consequents for three classes: not feasible, conditionally feasible, and feasible. The system has been implemented as a PHP and MySQL application and is accessible via a publicly available login page. An illustrative example involving MMC103—boiling point of 165 °C, processing time of 65 seconds, and pressure of 55 bar—indicated medium and high membership values across all three parameters, activating eight rules. The aggregate firing strength was calculated as 3.00, the weighted consequent sum amounted to 80.00, and the final Sugeno score was 26.67. This score categorizes MMC103 as feasible. The results demonstrate that the model not only provides a classification label but also displays memberships, active rules, rule consequents, and the final computation, thereby enabling verification by the production manager. Furthermore, the study includes an English version of the application interface with privacy masking features for user data.
Co-Authors Adreas Sigit Fitrianto Agus Sulaiman Ala Al Kafri Angelina Ervina Jeanette Egeten Antonius Sony Eko Nugroho Axel Lionel Raphael Budiyanto, Hendro Clairence Fanny Johan Fenina Adilne Twince Tobing Fenina Twince Tobing Franciscus Ati Halim Hari Santoso Hari Santoso Heru Soetanto Putra Hery Hery Johan Setiawan Jonathan Kenrick Filbert Siman Kurniasari, Florentina Melvin Melvin Monika Evelin Johan Muhamad Calvin Syah Putra Muhammad Raihan Gifari Qowindra Nuttaphat Sukchitt Oetama, Raymond Sunardi Paulus Leonardo Rayhan Dhiya Rista Regant Fernando Reyhan Arya Hermawan Rian Ririn Ikana Desanti Robben Setiadi Ryang Agung Samuel Ady Sanjaya Santo Fernandi Wijaya Sobiyanto Steven Chandra Suryasari Suryasari Suryasari Suryasari Sutomo, Rudi Tan Andreas Dwi Pratama Subianto Theodore Frederick Thomas Januardy Verri Kuswanto Victor Ilyas Sugara Wella Willsen Wijaya Wiracayana Ratanaghara Jayamangala