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Journal : INFORMATIKA

PERAMALAN SUHU UDARA MENGGUNAKAN ALGORITMA LONG SHORT TERM MEMORY Yulian Ansori; Arief Rahman; Febriyanti Darnis; Miftahus Sholihin
Informatika: Jurnal Teknik Informatika dan Multimedia Vol. 5 No. 1 (2025): MEI : JURNAL INFORMATIKA DAN MULTIMEDIA
Publisher : LPPM Politeknik Pratama Kendal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/informatika.v5i1.1033

Abstract

This study presents an air temperature forecasting model employing the Long Short-Term Memory (LSTM) algorithm to address the challenges posed by climate variability and extreme weather conditions. Historical daily temperature data from NASA POWER—collected between January 1, 2014, and December 31, 2024, in Serang City (totaling 4,018 records)—were used. The data were normalized using a min–max scaling technique and divided into training (70%) and testing (30%) sets. Multiple experimental scenarios were run by varying the number of training epochs and the hidden layer unit counts. The optimal configuration was achieved in Scenario 7, which incorporated two hidden layers, each with 50 units, and employed 30 epochs; this setup yielded a prediction accuracy of 98.4% with a Root Mean Squared Error (RMSE) of 27.11. The results indicate that the LSTM model effectively captures the seasonal variations and long-term trends in air temperature, making it a reliable tool for forecasting and supporting decision-making in climate adaptation strategies. Keywords: Air Temperature Forecasting, Long Short-Term Memory, Deep Learning, Climate Change, Data Normalization.
Co-Authors . Budiaman Adrian Indarti Agus Khobir Permana Akbar, Moch Malik Akrom, Akrom Ali Muhdor Alwi Fahruzy Nasution Amrulloh, Rifqi Angga Pratama Anindhita Satria Mahendra Ansari Harahap, Dedy Anugrah Dwi Putra Aulia Helmina Putri Aulia Ramadanisti Ayu Praditias Sumono Putri Ayu Purwarianti Budi Winarni Damai Syah Halawa Dea Ayu Rahmadini Desi kusrini Diah Astuti Diman Ade Mulada Diman Ade Mulada Diman Ade Mulada, Diman Ade Ella Suzanna Elmi Nurvianti Epi Supriyani Siregar Erwan Efendi Fatin Nadifa Tarigan Febriyanti Darnis Ferry Herdianto Fitriyah Kusuma Devi Gunawan Wibisono Guntur Adham Syahputra Hendry Setyawans Sutedjo Heny Fitriani Humairo Aziza Humairo Aziza Husnawati Yahya Ika Amalia Imam Syahrobani Irma Yurni Jayen, Fredy Jemmy Najoan Ketut Ayusia Madewi Khairul Fadly Kurnia Nur Widyasari kusrini, Desi kusrini Mahsina Maria G.M. Polii Maria Haryanti Butarbutar Miftahus Sholihin Muchlis Saputra Mudatstsir, Mudatstsir Muhammad Aqil Al Munawar Muhammad Syapari Mulyadi Abdul Wahid Neneng Wahyuni Neni Nuraini Neni Nurhayati Nofridayati Nofridayati Pandu Rochman Suosa Putra Pelita Ramadhaniah Priyo Susilo R Dewi Mutia Farida Ragiel Pangestu Rahmat Novrianda Dasmen Rahmawati Rahmawati Reni Rohidin Rohidin Rossy Mirasari Sahdin Hasibuan Sapriyadi, Wandi Shinta Andriyani Shinta Andriyani Sri Djuniati Sri Ngapiyatun Srilasmawanti Srilasmawanti Sritomo Wignjosoebroto Sukariyan Sumarno Sumarno Supanca Ade Putri Tina Lestari Tuti Tursilah Warto Utomo Wartomo Wiwiek Wahyuningsih Wiwiek Wahyuningsih Yulian Ansori Zahratul Fitri