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Khaidir Khaidir
Universitas Malikussaleh
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Predictive Analysis of Palm Oil Biodiesel Production Using a Naive Bayes Algorithm Based on Data Mining Techniques: A Machine Learning Approach for Renewable Energy Production Prediction Khaidir Khaidir; Nelly Fridayanti Fridayanti; Muhamad Yusuf; Nazimah Nazimah; Safrizal Safrizal; Teuku Multazam
Sisfo: Jurnal Ilmiah Sistem Informasi Vol. 10 No. 1 (2026): Sisfo: Jurnal Ilmiah Sistem Informasi, Mei 2026
Publisher : Universitas Malikussaleh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29103/sisfo.v10i1.27291

Abstract

The increasing demand for renewable energy has encouraged the optimization of palm oil biodiesel production to improve product quality and process efficiency. Biodiesel production is strongly influenced by operational parameters, including Free Fatty Acid (FFA) content, moisture content, methanol-to-oil molar ratio, catalyst concentration, reaction temperature, and reaction time, which may lead to quality variability and off-spec products. This study aimed to develop a predictive analysis model for palm oil biodiesel production using the Gaussian Naive Bayes algorithm based on a data mining approach. The study employed the Knowledge Discovery in Databases (KDD) framework using a secondary dataset consisting of 250 observations and six operational variables. Data preprocessing included missing value handling, Min-Max normalization, and Random Over-Sampling (ROS) to address class imbalance. The results showed that the model achieved an accuracy of 86.0%, weighted F1-score of 0.86, and cross-validation accuracy of 86.3 ± 2.4%. The analysis identified FFA, reaction temperature, and moisture content as the main factors influencing biodiesel quality. In addition, the model demonstrated high computational efficiency with a total processing time of 0.070 seconds, indicating its potential for real-time quality monitoring applications in biodiesel production systems.
Penyuluhan dan Pendampingan Petani Kelapa untuk Optimalisasi Produksi di Desa Tanjung Glumpang Kecamatan Baktiya Kabupaten Aceh Utara Khaidir Khaidir; Rd. Selvy Handayani; Muhammad Yusuf Nurdin; Usnawiyah Usnawiyah; Elvira Sari Dewi; Arief Rahman
Jurnal Malikussaleh Mengabdi Vol. 5 No. 2 (2026): Jurnal Malikussaleh Mengabdi, April 2026
Publisher : LPPM Universitas Malikussaleh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29103/jmm.v5i2.26359

Abstract

Kelapa merupakan komoditas perkebunan strategis di Desa Tanjung Glumpang, Kecamatan Baktiya, Kabupaten Aceh Utara. Namun, produktivitasnya masih rendah akibat pengelolaan kebun yang tradisional, usia tanaman yang sudah tua, serta keterbatasan pengetahuan petani mengenai teknik budidaya modern dan pengolahan produk turunan. Kegiatan pengabdian kepada masyarakat ini bertujuan untuk mengoptimalkan produksi kelapa dan meningkatkan kesejahteraan petani melalui program penyuluhan dan pendampingan teknis. Metode pelaksanaan yang digunakan adalah Participatory Technology Development yang meliputi tahap identifikasi masalah, penyuluhan, serta pendampingan langsung melalui metode sekolah lapang dan demonstrasi plot. Subjek kegiatan melibatkan 30 petani kelapa dengan dukungan dari tim mahasiswa sebagai tenaga pendamping lapangan. Hasil kegiatan menunjukkan bahwa intervensi yang diberikan mampu memberikan solusi nyata terhadap kendala teknis budidaya di tingkat lahan. Terjadi peningkatan kapasitas intelektual dan keterampilan teknis petani secara signifikan yang diukur melalui analisis kuesioner, dengan kenaikan pengetahuan berkisar antara 20 persen hingga 50 persen, terutama pada aspek budidaya modern dan hilirisasi limbah kelapa. Dampak dari pengabdian ini adalah perubahan paradigma petani dalam manajemen kebun yang lebih intensif dan kesadaran dalam memperkuat kelembagaan kelompok tani untuk meningkatkan daya tawar pasar. Luaran yang diperoleh dari kegiatan ini mencakup peningkatan kompetensi mitra, draf artikel ilmiah, dan dokumentasi praktik teknologi tepat guna. Melalui pendampingan yang berkelanjutan, Desa Tanjung Glumpang berpotensi bertransformasi menjadi desa mandiri berbasis komoditas kelapa yang unggul dan kompetitif.
Co-Authors Abdullah Ade Fitria Agustina Maulida Almuna Ramadhani Annisa, Muhtia Arief Rahman Aula Afzal Aulia Afzal Baidhawi Baidhawi Dea Rumambi Sinaga Dewi Sartika Aryani Dwi Asti Purnama Elvira Sari Dewi Erlangga Erlangga Eva Ayuzar Fachry Abda El Rahman Fadhliani, Fadhliani Hafifah Hafifah Hafifah Hafifah, Hafifah Hamzah Fanshury Nasution Hendrival Hendrival Hendrival Heni Pujiastuti Ismadi Ismadi Ismadi Ismadi Jamidi, Jamidi Julianti Mahdaliana, Mahdaliana Martina Martina Maryamah Maryamah Millenia Dzikra Az Zahra Mira Humaira Muhamad Yusuf Muhammad Muaz Munauwar Muhammad Yusuf Nurdin Mulyadi Nurdin Munazar Munazar N, Muhammad Yusuf Nanda Mayani Nazimah Nazimah Nazimah Nazimah Nazimah Nelly Fridayanti Fridayanti Nilahayati Novita Pramahsari Putri Nura, Nura Nurdin, Mulyadi Puri Handayani Puri Handayani Rafli, Muhammad Rahmaniah Rahmaniah Rahmaniah Rd. Selvy Handayani Riani Riani, Riani Rosnina Rosnina, Rosnina Safrizal Safrizal Safrizal Safrizal Sari Dewi, Elvira Sari, Dewi Kumalasari Siregar, Eka Pratika Duri Syahrani Khairani Marpaung Syamimi, Nur Kholilah Tengku Dhean Teuku Multazam Usnawiyah Usnawiyah, Usnawiyah Usnawiyah, Usnawiyah Veithzal Rivai Zainal Yusuf N, Muhammad Zurrahmi Wirda Zurrahmi Wirda Zurrahmi Wirda Zurrahmi Wirda