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All Journal Teknika Bulletin of Electrical Engineering and Informatics Proceeding of the Electrical Engineering Computer Science and Informatics Swabumi (Suara Wawasan Sukabumi) : Ilmu Komputer, Manajemen, dan Sosial JTAM (Jurnal Teori dan Aplikasi Matematika) SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan INTECOMS: Journal of Information Technology and Computer Science Journal of Information System, Applied, Management, Accounting and Research Jurnal Informatika Kaputama (JIK) Jurnal Informatika dan Rekayasa Perangkat Lunak Journal of Applied Engineering and Technological Science (JAETS) Jurnal Teknik Elektro dan Komputasi (ELKOM) JTIK (Jurnal Teknik Informatika Kaputama) Jurnal Sistem Komputer & Kecerdasan Buatan Jurnal Teknologi Informasi dan Komunikasi Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Jurnal Pengabdian Nasional (JPN) Indonesia Jurnal Cahaya Mandalika International Journal for Applied Information Management JUTECH : Journal Education and Technology AJAD : Jurnal Pengabdian kepada Masyarakat International Journal Software Engineering and Computer Science (IJSECS) Aptekmas : Jurnal Pengabdian Kepada Masyarakat KNOWLEDGE: Jurnal Inovasi Hasil Penelitian dan Pengembangan ABDINE Jurnal Pengabdian Masyarakat Journal of Artificial Intelligence and Digital Business CKI On Spot SmartComp Jurnal Pengabdian Nasional (JPN) Indonesia Journal Innovations Computer Science Informasi interaktif : jurnal informatika dan teknologi informasi
Betty Yel, Mesra
ST Ilmu Komputer Cipta Karya Informatika
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Journal : Bulletin of Electrical Engineering and Informatics

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Prediction of palm oil production using hybrid decision tree based on fuzzy inference system Tsukamoto Tundo, Tundo; Saifullah, Shoffan; Yel, Mesra Betty; Irawansah, Opi; Mubarak, Zulfikar Yusya; Saidah, Andi
Bulletin of Electrical Engineering and Informatics Vol 13, No 6: December 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i6.7773

Abstract

This research addresses the challenge of optimizing rule creation for palm oil production at PT Tapiana Nadenggan. It deals with the complexity of diverse agricultural variables, environmental factors, and the dynamic nature of palm oil production. The existing problem lies in the limitations of conventional decision tree models—J48, reduced error pruning (REP), and random—in capturing the nuanced relationships within the intricate palm oil production system. The study introduces hybrid decision tree models—specifically J48-REP, REP-Random, and Random-J48—to address this challenge via combination scenarios. This approach aims to refine and update the rule creation process, enabling the recognition of nuanced performance processes within the selected decision tree combinations. To comprehensively tackle this challenge and problem, the study employs Tsukamoto’s fuzzy inference system (FIS) for a sophisticated performance comparison. Despite the complexity, intriguing results emerge after the forecasting process, with the standalone J48 decision tree achieving 85.70% accuracy and the combined J48-REP excelling at 93.87%. This highlights the potential of decision tree combinations in overcoming the complexities inherent in forecasting palm oil production, contributing valuable insights for informed decision-making in the industry.
Co-Authors Abdulloh Adzani, Adinda Mutiara Ahluna, Faza Ahmad Bustomi Zuhari Ahmad Bustomi Zuhari Ahmad Saepudin Akbar, Yuma Aldi Sitohang Almazar, Nufaisa Aloisius Awang Hariman Alwanto, Hilmi Amat Solihin Amelia, Ika Angel, Gadies Ari Ramadhan Arinal, Veri Aris Sufriman Aryanti, Putri Gea Azzizah, Putri Salfa Dhiyaa B, Muhamad Hasbi Toharudin Bobby Arvian James Candra Milad Ridha Eislam Dadang Iskandar Mulyana` Dewi Riyanti Wibowo Eka Maheswara Eri Novitasari F, Joe Renaldy Fadhil Khanifan Achmad Febrianti, Syafira Fernanda Adhipramana Ferry Fajar Pratama Heny Nengsih Herdiyansyah herdi Hartanto Ikhwanul Kurnia Rahman Jodi Juliansah Kastum Kastum Lailany, Afyra Ar’bah Mahyuddin K. M Nasution Mainia Mayasari Marsan, Alvin Cahya Pratama Maulida, Aulia Miftahul Huda Mubarak, Zulfikar Yusya Muhamad Ikbal Muhammad Dzaky Rahmanto Muhammad Faizal Lazuardi Muhammad Syahrul Fattah Ramadhan Mulya, Citra Pricylia Ananda Mutia Ramadhan Nandang Sutisna Nesti Lutfianti Nugroho, Agung Yuliyanto Nurfaishal, Muhammad Dzaky Nurhidayanti, Dian Oka Prasetiyo Okta Saputra Oky Tria Saputra7 Opi Irawansah, Opi Prasetyo, Aji Dwi Putra, Adaffi Aditya Putri S, Dhiyah Labibah Nauli Rahmanto, Muhammad Dzaky Regita, Anggit Nur Hannaa Richard Franido Rifai, Hanna Sabilla Rodhiyah Rosiana, Grace Lolita Sahrul Hidayat Saidah, Andi Saifullah, Shoffan Sari Agustia Ningtyas Sarimole, Frencis Matheos Septiansyah, Ade Setiawan, Kiki Sfenrianto Sfenrianto Sfenrianto, Sfenrianto Siahaan, Rizkyrino Ronaldhino Sinaga, Putri Cahyani Sopan Adrianto Tri Wahyudi Tundo, Tundo Untung Wahyudi Wahyu Hidayat Yusuf, Musalim Zaeny Miftah