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All Journal JURNAL SISTEM INFORMASI BISNIS Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Ilmiah Rekayasa dan Manajemen Sistem Informasi Jurnal Pemberdayaan Masyarakat Madani (JPMM) Jurnal INSYPRO (Information System and Processing) INOVTEK Polbeng - Seri Informatika JITK (Jurnal Ilmu Pengetahuan dan Komputer) IKRA-ITH Informatika : Jurnal Komputer dan Informatika Jurnal Informasi dan Komputer JTP - Jurnal Teknologi Pendidikan Jurnal Ilmiah Ilmu Komputer Fakultas Ilmu Komputer Universitas Al Asyariah Mandar Journal Of World Science Industrial Research Workshop and National Seminar Jurnal Ekonomi, Teknologi dan Bisnis Journal of Informatics and Computing Journal of Computer Engineering, Electronics and Information Technology
Ahmad Lubis Ghozali
Politeknik Negeri Indramayu
Arts Humanities Astronomy 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 Engineering Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Mathematics Mechanical Engineering Social Sciences Other

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Journal : JITK (Jurnal Ilmu Pengetahuan dan Komputer)

 1 
LONG SHORT TERM MEMORY APPROACH FOR SHORELINE CHANGE PREDICTION ON ERETAN BEACH Iryanto Iryanto; Ari Satrio; Ahmad Lubis Ghozali; Eka Ismantohadi; ZK Abdurahman Baizal; Putu Harry Gunawan
JITK (Jurnal Ilmu Pengetahuan dan Teknologi Komputer) Vol. 9 No. 2 (2024): JITK Issue February 2024
Publisher : LPPM Nusa Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33480/jitk.v9i2.4139

Abstract

Eretan Beach is one of the beaches in Indramayu and has a reasonably severe abrasion rate from year to year. The Eretan coastline always experiences significant changes due to erosion every year. Therefore, it is necessary to study changes in the coastline at Eretan beach. This study obtained coastline data from the Google Earth engine using CoastSat, a python-based open-source toolkit, from 1992 – 2022. The open-source geographic information system software used to process the data is the Quantum Geographic Information System. This study aims to analyze the Long Short-term Memory (LSTM) algorithm in predicting shoreline changes at Eretan Beach. The eight optimizer functions in the LSTM are used with nine different scenarios to analyze the algorithm's performance. The results of this study show that RMSProp has the best performance compared to other optimizers. The RMSE and MAPE values on the RMSProp are 35.06258 and 2.2923 on the training data and 9.2457 and 1.06786 on the test data. In addition, from the predictions for the next ten years at transect point 251, it was found that there would be an increase in the coastline.
Co-Authors ., Iryanto A Sumarudin A. Sumarudin A. Sumarudin Abdul Azis Ahmad Rifa'i Amalia, Dita Rizki Ari Satrio Asrul Azhari Muin Ayu Amaliyah Budi Warsito Darsih Darsih, Darsih Dian Pramadhana Dian Pramadhana Didi Abdillah Diky Anwar Eka Ismantohadi Fitriyanti, Siti Aulia Inara, Livia Neta Iryanto Iryanto Iryanto Iskendang Ismanto, Eka Ismantohadi, Eka Juita Sari, Iis Juwanda, Farikhin Karina Kuresih, Kuresih Kurnia Adi Cahyanto Moh Ali Fikri Muhammad Irfan Prakoso Muhammad Mustamin Munengsih Sari Bunga Mustafid Mustafid Mustamiin, Muhamad Nia Caniati Nisa, Khayatun Permana Putra, Willy Pramadhana, Dian Putu Harry Gunawan Rahmat Gernowo Raswa, Raswa Riyan Farismana Sari Bunga, Munengsih Sifa, Muhammad Lukman Siti Hodizah Sri Dyah Wulandari Widayanti Willy Permana Putra ZK Abdurahman Baizal