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All Journal JURNAL HUKUM IPTEK Journal of Proceedings Series Yustisia Jurnal Dinamika Hukum Arena Hukum Rechtsidee Perspektif : Kajian Masalah Hukum dan Pembangunan Jurnal Ilmiah Kebijakan Hukum Iqra: Jurnal Ilmu Kependidikan dan Keislaman Simposium II UNIID 2017 Halu Oleo Law Review Jurnal Manajemen Aset Infrastruktur dan Fasilitas Substantive Justice International Journal of Law Jambe Law Journal Faletehan Health Journal Journal of Local Government Issues ADIL : Jurnal Hukum Jurnal Partisipatoris Jurnal Layanan Masyarakat (Journal of Public Service) Jurnal Pengabdian kepada Masyarakat Nusantara Yuridika Jurnal Dedikasi Hukum Jurnal Hukum dan Peradilan Jurnal Ilmu Hukum Human Rights in The Global South (HRGS) JURNAL PARADIGMA: Journal of Sociology Research and Education IC Tech: Majalah Ilmiah SAGA: Journal of Technology and Information Systems Kreativitas Pada Pengabdian Masyarakat (Krepa) Triwikrama: Jurnal Ilmu Sosial RechtIdee
Faizal Kurniawan
Faculty Of Law, Universitas Airlangga, Indonesia
Religion Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Nursing Public Health Social Sciences Transportation Other

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Journal : SAGA: Journal of Technology and Information Systems

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Analysis of Interrelationships between Weather Parameters in North Jakarta and Central Jakarta Based on Predictions Using LSTM and GRU Kurniawan, Faizal; Triayudi, Agung
SAGA: Journal of Technology and Information System Vol. 2 No. 4 (2024): November 2024 (IN PRESS)
Publisher : CV. Media Digital Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58905/saga.v2i4.398

Abstract

This study analyzes the interrelationships between weather parameters, including average temperature (Tavg), relative humidity (RH_avg), rainfall (RR), and average wind speed (ff_avg) in North Jakarta and Central Jakarta, and compares the performance of Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) models in predicting these parameters. Data was collected from Tanjung Priok Maritime Meteorological Station in North Jakarta and Kemayoran Meteorological Station in Central Jakarta from December 2021 to December 2024. The results show that GRU performs better in North Jakarta, with RMSE of 9,02, MSE of 81,28, and MAE of 4,21 at 75 epochs, while LSTM yields RMSE of 10,02, MSE of 100,34, and MAE of 4,62 at 50 epochs. Conversely, LSTM outperforms GRU in Central Jakarta, with RMSE of 8,96, MSE of 80,22, and MAE of 4,65 at 100 epochs, while GRU produces RMSE of 9,53, MSE of 90,78, and MAE of 4,85 at 75 epochs. GRU is more effective in capturing extreme fluctuations, while LSTM excels in predicting interrelationships between parameters. This study provides insights into selecting the appropriate weather prediction model based on the priority of prediction accuracy or the ability to capture extreme fluctuations
Co-Authors Abdullah, Nurhidayah Adinda Prisca Anugerah Puteri Agung Triayudi Agus Yudha Hernoko Aldiansyah, Komari Ali Maksum Aliansa, Wahyu Amanah Agustin Anggriani, Yula Ardhana Christian Noventri Arif Wahyu Hidayat Ave Maria Frisa Katherina Ayik Parameswary Bagus Oktafian Abrianto Binti Abd Ghadas, Zuhairah Ariff Christian Yulianto Rusli Cleoputri Yusainy Dany Miftahul Ula Darryl Evan Brouwer Debi Setiawati, Debi Dyah Devina Maya Ganindra Erni Agustin Fatmawati Fatmawati Ghansham Anand Hilda Yunita Sabrie Huzni Murad, Muhammad Syariqul Ilhami Ginang Pratidina Jansen, Bart Jusoff, Kamaruzaman Koko Srimulyo Komari Aldiansyah Maghfirah Aliefia Maradona Maradona Maulani, Atiqoh Farhah Maulida, Vetty Silvana Moch. Marsa Taufiqurrohman Mohamad Nur Kholiq Mohd Ismail, Maria Mohd Sharil Nizam bin Md Radzi Muhammad Amirul Alfan Muhammad Anas Newa, Erni Rambu Nugraha, Xavier Ode Mohamad Man Arfa Ladamay Patricia Inge Felany Peter Mahmud Marzuki Prastuti Sulistyorini Prastuti Sulistyorini Prawitra Thalib Qona’aha Noor Maajid Radian Salman Ramadhanti, Syifa Ramesh Nair Rizky Amalia Romadhona, Mochamad Kevin Salah, Mohammed Sapta Aprilianto Shintarini Kristine Setyobudi Siti Hafsyah Idris Sri Hajati Sri Hajati Subhan, M. Hadi Suryantoro, Satriyo Dwi Syifa Ramadhanti Thabib, Prawitra Tobing, Sari Mellina Vincentius Gegap Widyantoro Wewi, Krisna Rambu Kaita Wisudanto Wisudanto Yulianto Rusli, Christian yuniarti yuniarti Zaky, Pradana