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All Journal Format : Jurnal Imiah Teknik Informatika JURNAL MEDIA INFORMATIKA BUDIDARMA Indonesian Journal of Artificial Intelligence and Data Mining Dinamisia: Jurnal Pengabdian Kepada Masyarakat SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Sebatik MITRA: Jurnal Pemberdayaan Masyarakat JURNAL PENDIDIKAN TAMBUSAI International Journal of Community Service Learning KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer) JSAI (Journal Scientific and Applied Informatics) Jurnal Pelayanan dan Pengabdian Masyarakat (Pamas) Indonesian Journal of Community Services Jurnal Varian INTEGRITAS : Jurnal Pengabdian TRIDARMA: Pengabdian Kepada Masyarakat (PkM) REMIK : Riset dan E-Jurnal Manajemen Informatika Komputer Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Pengabdian Masyarakat (ABDIRA) Prosiding Snastikom Journal of Novel Engineering Science and Technology Jurnal Pendidikan dan Pengabdian Masyarakat JITER-PM (Jurnal Inovasi Terapan - Pengabdian Masyarakat) Jurnal Informatika Polinema (JIP)
Sophya Hadini Marpaung
Universitas Mikroskil
Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : Journal of Novel Engineering Science and Technology

 1 
Optimizing Rice Planting Schedules Based on Rainfall Prediction Using a BiLSTM Network Simamora, Fandi Presly; Rambe, Khairul Hawani; Marpaung, Sophya Hadini
Journal of Novel Engineering Science and Technology Vol. 5 No. 01 (2026): Journal of Novel Engineering Science and Technology
Publisher : The Indonesian Institute of Science and Technology Research

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56741/jnest.v5i01.1340

Abstract

This study addresses the critical challenge of optimizing rice planting schedules in Indonesia, where unpredictable rainfall threatens national and regional food security. To tackle this issue, a Bidirectional Long Short-Term Memory (BiLSTM) network is proposed to accurately predict rainfall patterns, with a specific focus on Deli Serdang Regency in North Sumatra. Utilizing a comprehensive weather dataset from 2013 to 2022 sourced from BMKG, a feature selection process was conducted to identify the 10 most influential features for rainfall. The BiLSTM model was then developed through several experimental scenarios, varying the data duration and architectural complexity. The best-performing model, achieved in a scenario using a double BiLSTM architecture and 10 years of data, yielded a Mean Absolute Error (MAE) of 11.2382 mm and a Root Mean Squared Error (RMSE) of 19.5650 mm. The resulting predictive capability provides a data-driven framework for optimizing planting schedules. Crucially, the study also reveals the limitations of current planting criteria, which can be misleading in regions prone to intense, short-duration rainfall, highlighting the need for more adaptive, region-specific guidelines. This work contributes to mitigating crop failure risks, enhancing crop resilience, and ensuring long-term regional food security.
Co-Authors ANGKASA, KEVIN Apriyanto Halim Caroline Caroline Caroline Caroline Chandra Chandra Culita Culita Darwin Darwin Darwin Dhea Romantika Marpaung Elly Eveline Eveline Evi Juita Wailan’An Fandi Halim Fandi Halim Fandi Presly Simamora Farrel Rio Fa Frans Mikael Sinaga Halim, Winna Handoko Handoko Hilman Fauzi John Rasta Joosten Joosten Kelvin Kelvin Mirza Ilhami Orrick Oetomo Paulus Rambe, Khairul Hawani Ricardo, Ricardo Riche Riche Riche Riche Riche Rin Rin Meilani Salim Rin Rin Meliani Salim Salsabila, Zulpa Shane, Bernard SILALAHI, ZAKHEUS Sinaga, Frans Mikael Sonya Enda Natasha S. Pandia Suci Pertiwi Suci Pertiwi Sudarto Suwandy, Riche Winardi, Sunaryo Yessica Maria Hutagalung Yuni Marlina Saragih