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All Journal Journal of Health (JoH) SemanTIK : Teknik Informasi Jusikom : Jurnal Sistem Komputer Musirawas Dinamisia: Jurnal Pengabdian Kepada Masyarakat JURNAL PENGABDIAN KEPADA MASYARAKAT JUTIM (Jurnal Teknik Informatika Musirawas) Alignment: Journal of Administration and Educational Management JURNAL TEKNOLOGI DAN OPEN SOURCE METIK JURNAL Jurnal Ilmiah Betrik : Besemah Teknologi Informasi dan Komputer JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Community Development Journal: Jurnal Pengabdian Masyarakat Al-Qadha: Jurnal Hukum Islam dan Perundang-Undangan Jurnal Triton Widya Pranata Hukum : Jurnal Kajian dan Penelitian Hukum Juminten : Jurnal Manajemen Industri dan Teknologi Journal of Science and Education (JSE) Kosala : Jurnal Ilmu Kesehatan YURISDIKSI : Jurnal Wacana Hukum dan Sains Journal of Informatics Management and Information Technology International Journal of Educational Review, Law And Social Sciences (IJERLAS) Jurnal Kolaboratif Sains International Journal of Social Science, Educational, Economics, Agriculture Research, and Technology (IJSET) Journal of Community Development and Disaster Management International Journal of Islamic Education, Research and Multiculturalism (IJIERM) Jurnal Ilmu Komunikasi Jurnal Cakrawala Ilmiah PROSIDING SEMINAR NASIONAL FISIKA (E-JOURNAL) Journal of Innovation Research and Knowledge Jurnal Ilmu Hukum, Humaniora dan Politik (JIHHP) International Journal Cister JPMP Journal of Informatics, Electrical and Electronics Engineering Jurnal Teknologi Informasi Mura MILRev: Metro Islamic Law Review Mandub: Jurnal Politik, Sosial, Hukum dan Humaniora Al-Kharaj: Jurnal Ekonomi, Keuangan & Bisnis Syariah West Science Nature and Technology JACTA: Journal of Accounting and Tax Journal of English Language Teaching, Literatures, Applied Linguistics Realisasi: Ilmu Pendidikan, Seni Rupa dan Desain JIPITI: Jurnal Pengabdian kepada Masyarakat Jurnal Bengawan Solo: Pusat Kajian Penelitian dan Pengembangan Daerah Kota Surakarta IPSSJ International Journal of Educational Insights and Innovations (IJEDINS) Jurnal Dinamika Sosial dan Sains Journal of Studies in Academic, Humanities, Research, and Innovation Jurnal Pengabdian Masyarakat Manage JHN: Journal of Health and Nursing Computer & Science Industrial Engineering Journal Journal of Global Research in Public Health Jurnal Penelitian Pendidikan Pandecta : Jurnal Penelitian Ilmu Hukum (Research Law Journal) "Indonesian Journal of Environmental Law and Sustainable Development " Jurnal Pengabdian kepada Masyarakat (PEMAS) International Journal of Social Welfare and Family Law Proceeding of International Conference on Social Science and Humanity Medica Majapahit
Budi Santoso
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Journal : Journal of Informatics Management and Information Technology

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Prediksi Padi Menggunakan Algoritma Long Short Term Memory Adhany, Putri Cheria; Cindi Wulandari; Bunga Intan; Budi Santoso
Journal of Informatics Management and Information Technology Vol. 5 No. 2 (2025): April 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/jimat.v5i2.496

Abstract

Rice is one of the main agricultural commodities in Indonesia, including in Lubuklinggau City, which is a rice-producing area in South Sumatra Province. However, rice production fluctuates every month due to various factors such as planting seasons, land conversion, weather, and pest attacks. This instability can affect food availability and farmer welfare. Therefore, rice production forecasting is important in supporting better decision-making in the agricultural sector. This study uses monthly rice production data from January 2019 to November 2024 obtained from the Lubuklinggau City Agriculture Service. The method used is Long Short-Term Memory (LSTM), which is one of the artificial neural network techniques based on time series data. The optimal parameters used in the model are the number of neurons in the hidden layer of 35, a batch size of 12, and a maximum of 50 epochs. The results showed that the model with optimal parameters produced a Mean Absolute Percentage Error (MAPE) value of 4.44%, which is included in the very good category. These results indicate that the LSTM method can be used effectively to predict rice production in Lubuklinggau City with a high level of accuracy.
Co-Authors A.Haitami ABDUL RACHMAD BUDIONO Achmad Fauzi Febrianto Madjri Aden Sutisna Adhany, Putri Cheria Adhimas Putra Pradana Ady Rendra Bachtiar Agus Sulistyono Ahmad Izzuddin Ahmad Sobri Ahmad Syahputra Ahmad Yusof Alfariza Alif Anggara Ambo Tang Andini Andri Anto Andri Andri Anto Tri Susilo, Andri Anto Andriani, Desta Angga Marta Arisandy Anggita Tridiani Sirait Anisa Putri Anisa Rahmawati Anton Yusuf Arief Kurniawan Arif Ardiansyah Arif rachman Armanto Armanto Arvianto, Ronny Arya Brahmanta Asep Sirojudin Abas Aulia Pratama Bagus Rahmat Budiarto Bolla, Ibrahim Noch Bunga Intan Bunga Intan Cahyadi, H. Aditya Cane Lukisari Chairil Ezward, Chairil Cindi Wulandari Danang Danang Devi Fitriani Dewi Pratiwi Sumarni Dezan Novhansa Didik Artino Jamaludin Djumikasih Dyah Ayu Retno Wulan Dyah Ayu Retnowulan eddy hermanto Edi Susilo Eeng Ahman, Eeng Eko Budi Satoto Elfi Indrawanis, Elfi Elisa, Erlin Emy Khoironi Endah Tri Wulandari Endah Wahjuningsih Ery Agus Priyono Fadhila Dhuha Oktiana Fifi Siti Fauziah Yani Firman Gilang Yoego Santoso Gitalansa Martantina Widya Gusti Marlina Gustryanti, Kiki Hadi Nasbey Hanif Assabib Rosyid Hanif Nur Widhiyanti Hansen Kurniawan Hany Aryani Puspita Havida Widyastuti Heri Puspito Hery Supriyadi Hidayat, Monna Maharani Icha Artyas Annariswati Ilham, Mochamad Imam Supriyadi Imelisa, Rahmi Indah Pratiwi Indra Sumantiawan, Dody Iqbal Yusriansyah Ira Puspitadewi Samsuryaningrum Istiqomah Rosidah Joni Karman JPMP, admin Juhaeriah, Juju Jumadi Jumadi Kulsum, Dewi Umu Lilik Sriwiyati Lisa Rahmah Agustini Lukman Sunardi M. Afifulloh M. Nelvandi Setiawan Maudi Endah Lestari Meinar Nur Ashrin MeraldaRsoyy Moh. Halim Mudyawati Kamaruddin Muh Fadli Muhammad Cahaya Saputra Muhammad Dzaky Muhammad Nabil Al Faqih Muhammad Umam Mubarok Muhammad Zahran Gibran Muljadi Hartono Mulyati, Rini N, Sri Wulandari Namira Audita Ni Nyoman Putu Martini Notodiguno Nova Nadia Firdaus Novendy Yoyada Novi Lestari Nur Pudyastuti Pratiwi Nurcinta Leoni Nursalam Oktaviana, Ria Rindika Pajriah Putri Islamy Putri Danisa Rahayuningtyas, Dwi Besti rahmadiah, rifa Rahmi Sulistyarini Riyan Eko Rosandi Riyanto Setiawan Rizky Ni'ma Febriani Rudi Kurniawan Rudyana, Hikmat Safarina, Lina Sakina, Zafira Naja Satria Amiputra Amimakmur Satrio Ageng Rihardi Seprido Seprido, Seprido Setiyo Adi Wibowo Sherly Adelia Shindytya Hari Pratiwi Siti Lady Havivi Siti Nuraisyah Siti Rahayu Sugeng Santoso PN Suhariningsih Suharjiman, Suharjiman Suhendra SUNARTO Susanto Susanto Susiani Syamsul Arifin, M. Agus Syarif Dahlan Taufik Rahman Tri Nopsagiarti Trias Setyowati Upik Rahma Fitri Wahyu Sanjaya Gultom Wahyudi Wahyudi Wayan Darsana Widjiati WIDYASTUTI Widyastuti, Havida Widyawati Ika Putri Wisnusakti, Khrisna Wulandary, Dian Anisa Yana Setiawan Yenny Puspitasari Yessy Eka Ambarwati Zakiyyah, Amalina Maryam Zellius Ragiliawan Zita Sarungallo Zulfauzi -