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Journal : EDUMATIC: Jurnal Pendidikan Informatika

Analisis Performa Metode Extreme Learning Machine dan Multiple Linear Regression dalam Prediksi Produksi Gula Ananta, Ahmadi Yuli; Ariyanto, Rudy; Rozi, Imam Fahrur; Arianto, Rakhmat
Jurnal Pendidikan Informatika (EDUMATIC) Vol 9 No 1 (2025): Edumatic: Jurnal Pendidikan Informatika
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/edumatic.v9i1.29626

Abstract

Sugar is a crucial commodity in Indonesia, with demand increasing annually. Variations in sugar production require accurate prediction strategies for industrial planning. This study aims to analyze the performance of the Extreme Learning Machine (ELM) and Multiple Linear Regression (MLR) methods in predicting sugar production. This research employs a quantitative experimental approach, with sugar production data during the 2020-2023 milling period as the research subject. Data collection techniques involve observation and documentation, while data analysis techniques utilize Mean Absolute Percentage Error (MAPE) and 10-Fold Cross-Validation to measure model accuracy. The results indicate that ELM has a lower error rate (MAPE 16.06%) compared to MLR (MAPE 27.90%), making it more effective in capturing complex sugar production patterns. Implementing this model in a web-based system also enables more efficient production monitoring. The ELM method proves to be superior in predicting sugar production and can be integrated into industrial systems to support data-driven decision-making. Future research can explore other predictive models, such as deep learning, and consider external factors like weather and soil conditions to enhance accuracy.
Co-Authors Adevian Fairuz Pratama Adhitama, Dodik Widya Amalia Amalia Ananta, Ahmadi Yuli Andika Kurnia Adi Pradana, Andika Kurnia Annisa Puspa Kirana Annisa, Diina Itsna Ardiyanta R, Alfian Ari Kuswinda, Ari Ariadi Retno Tri Hayati Ririd Atiqah Nurul Asri Awan Setiawan Ayu, Tiara Imas Bobby Risaldo Agung Putra Brahmantyo, Haryo Vendy Budiarti, Arry Cahyo, Alfian Dwi Devany Christabella Wijaya Devisia, Vinny Aghistnaa Dewi, Ayunda Prima Dika Rizky Yunianto Dwi Puspitasari Dwi Puspitasari Ed Dien, Habibie Ekojono, Ekojono Erfan Rohadi Ericawati, Fifi Fahrur R, Imam Fitria, Nailil Florena Galatia Mahardika Haksomo, Randy Purbo Hapsari, Ratih Indri Hendra Pradibta Imam Fahrur Rozi Imam Fahrur Rozi Imam Fahrur Rozi Indra Dharma Wijaya, Indra Dharma Irawan, Ferry Buyung Bakhtiar Moch Zawaruddin Abdullah Muhammad Thaifururrahman Nabilah Argyanti Ardyningrum Noprianto, Noprianto Nugraha, Bagas Setya Dian Odhitya Desta Triswidrananta Parningotan, Frans Goklas Pasma, Cadea Mikha Rahmad, Cahya Rahmanto, Anugrah Nur Rakhmat Arianto Retno Damayanti Risca, Inggrid Yanuar Ronilaya, Ferdian Rosa Andrie Asmara Sanjaya, Christine Puspa Saputra, Zainal Ulu Prima Septian Enggar Sukmana Sholiha, Afifah Siradjuddin, Indrazno Sofian Efendi, Fery Toga Aldila Cinderatama Ulla Delfana Rosiani Usman Nurhasan Vivi Nur Wijayaningrum Vivin Ayu Lestari Wahyuni Sofiana, Wahyuni Widito, Sasmojo Yan Watequlis Syaifudin Yoppy Yunhasnawa Yuli Ananta, Ahmadi Yuniari, Nilam Zakaria, Arief Syukron Zulmy Alhamri, Rinanza