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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Simantec Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Knowledge Engineering and Data Science Bina Insani ICT Journal Jurnal Pilar Nusa Mandiri Network Engineering Research Operation [NERO] Jurnal Pertahanan : Media Informasi tentang Kajian dan Strategi Pertahanan yang Mengedepankan Identity, Nasionalism dan Integrity Jurnal Teknoinfo Jurnal ICT : Information Communication & Technology Community Development Journal Jurnal Informasi dan Teknologi JUSTINDO (Jurnal Sistem dan Teknologi Informasi Indonesia) Jurnal Mnemonic Darmabakti : Junal Pengabdian dan Pemberdayaan Masyarakat Journal of Electrical Engineering and Computer (JEECOM) Archipelago Engineering Jurnal Aplikasi Teknologi Informasi dan Manajemen (JATIM) J-Intech (Journal of Information and Technology) Joutica : Journal of Informatic Unisla Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Rekayasa Lampung (JRL) Biner : Jurnal Ilmiah Informatika dan Komputer Seminar Nasional Ilmu Terapan JEECS (Journal of Electrical Engineering and Computer Sciences) Nusantara Journal of Computers and its Applications Jurnal Informatika: Jurnal Pengembangan IT JOKI: Journal of Computing and Informatics Sistematis
Hozairi
Universitas Islam Madura
Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mechanical Engineering Social Sciences Transportation Other

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Journal : Jurnal Informatika: Jurnal Pengembangan IT

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Prediksi Kebutuhan Beras Di Jawa Timur Menggunakan Metode Gated Recurrent Unit (GRU) Hozairi, Hozairi; Muhsi, Muhsi; Putri, Nadira Hijriani
Jurnal Informatika: Jurnal Pengembangan IT Vol 10, No 4 (2025)
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/jpit.v10i4.8790

Abstract

Food security is a strategic issue that affects economic stability and community welfare, especially in ensuring the availability of rice as a staple food in East Java. Uncertainty in food planning can cause an imbalance between rice production and consumption. Consequently, a precise forecast technique is necessary to aid decision-making. The objective of this research is to forecast or predict rice needs using the Gated Recurrent Unit (GRU) model to support more effective food management. The research methods include Min-Max Scaling normalization, and data division into 80% training and 20% testing. The GRU model has two main layers with 64 and 32 neuron units, The system was trained for 100 epochs with a batch size of 32 using the Adam optimizer and the MSE loss function. The evaluation results show high performance with MAE 0.0103, MSE 0.0001, RMSE 0.0116, and R² 0.9935, indicating low error and good generalization. The Training and Validation Loss graph shows a stable learning model without overfitting. This model can be a reliable prediction tool in food planning. Implementation of the model can help the government maintain the balance of rice supply and optimize agricultural policies.
Co-Authors A. F. Santosa AA. Masroeri Aang Kisnu Darmawan Abd Kuddus Abd. Munip Abd. Wafi Abdul Gafur Ach. Nurul Qomar Ach. Ramadhani Akhmad Arif Kurdianto Alim, Syariful Alim, Syarigul Amelia Muizatul Masfufah Aminatus Sa'diyah Anwari Anwari Anwari, Anwari Arfianto, Afif Zuhri Arya Yudhi Wijaya Bakir Bakir Bakir Bakir Bakir, Bakir Baskoro, Fajar Billy Jhones Camerling Budhi Hascaryo Iskandar Buhari Buhari Buhari Camerling, Billy Jhones Defilia Fatikasari Dian Afriyani Wulandar Efenie, Yuri Finanatun Halimiyah Fitra, Anis Hakamal Fikry Hakiem, Luqmanul Hanafi Heru Lumaksono Heru Lumaksono Heru Lumaksono Heru Lumaksono Hoiriyah, . Hoiriyah, Hoiriyah Husnul Khatimah Husnul Khatimah I Putu Sindhu Asmara Imamah Isvan Arifuddin John Haluan Juhairiyah Juhairiyah Juhairiyah Ketut Buda Artana Khoirur Rohman Lizami, Makinul Lumaksono, Heru Lumaksono, Heru M. Ali Fikri M. D. Artanti M. Zainul Hasan Madukil Makruf Maisyaroh, Rohimatul Marcus Tukan Marcus Tukan Masdukil Makruf, Masdukil Maulidanitamyizi, Moh Fahmi mochamad zainul Asrori Moh Syamsul Arifin Moh Wakid Moh. Badri Tamam Moh.Wildan Mauldy Mohammad Isa Irawan Mohammad Thezar Afifudin Mohammad Thezar Afifudin Mohammad Yofa Arifin Muhammad Agus Muljanto Muhsi, Muhsi Munadi Munadi Muzammil Nur Azizah Nurul Badriyah Nurul Hidayat Putri, Dewi Amiliana Putri, Nadira Hijriani Rofiudin Roland Koswara Salman Alfarisi Syariful Alim Syariful Alim Syariful Alim Syariful Alim Taufiqurrohman Taufiqurrohman Tukan, Markus Ulifaturrisqoh wahyudi, furqon Wahyudi, Moh. Rafiqi Walid, Miftahul Yaser Krisnafi Yaser Krisnafi, Yaser Yoga Septian Dwi Pratama Yuri Efenie Zaifuddin, Zaifuddin