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All Journal Semantik MEDIA EKONOMI & TEKNOLOGI INFORMASI Techno.Com: Jurnal Teknologi Informasi EXPERT: Jurnal Manajemen Sistem Informasi dan Teknologi Jurnal Penelitian Ekonomi dan Bisnis Scientific Journal of Informatics Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer SISFOTENIKA Jurnal Komputasi Prosiding Seminar Nasional Teknoka Jurnal Eksplora Informatika CSRID (Computer Science Research and Its Development Journal) CCIT (Creative Communication and Innovative Technology) Journal Jurnal Tekno Journal of Robotics and Control (JRC) Abdimasku : Jurnal Pengabdian Masyarakat Jurnal Abdidas Jurnal Kewarganegaraan International Journal of Basic and Applied Science JEMSI (Jurnal Ekonomi, Manajemen, dan Akuntansi) Community: Jurnal Pengabdian Pada Masyarakat Jurnal Bisnis dan Manajemen West Science West Science Nature and Technology Journal of International Multidisciplinary Research Inovasi Sosial: Jurnal Pengabdian Masyarakat
Erlin Dolphina
Universitas Dian Nuswantoro
Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Mathematics Mechanical Engineering Physics Public Health Social Sciences Other

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Journal : Journal of Robotics and Control (JRC)

 1 
Optimizing Parameters for Earthquake Prediction Using Bi-LSTM and Grey Wolf Optimization on Seismic Data Shidik, Guruh Fajar; Pramunendar, Ricardus Anggi; Purwanto, Purwanto; Hasibuan, Zainal Arifin; Dolphina, Erlin; Kusumawati, Yupie; Sriwinarsih, Nurul Anisa
Journal of Robotics and Control (JRC) Vol 5, No 4 (2024)
Publisher : Universitas Muhammadiyah Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18196/jrc.v5i4.22199

Abstract

Earthquakes pose a significant threat to societies worldwide, underscoring the urgent need for advanced prediction technologies. This study introduces an optimization technique aimed at reducing the error rate in earthquake prediction by selecting the most suitable parameters for a Bi-LSTM (Bidirectional Long Short-Term Memory) model. Despite Bi-LSTM's promising outcomes, variations in parameters can impact performance, necessitating careful parameter selection. This research employs Grey Wolf Optimization (GWO) to optimize parameters and evaluates its effectiveness against other group optimization approaches to identify the most efficient parameters for earthquake prediction. Additionally, a multiple input multiple output (MIMO) architecture is implemented to enhance prediction accuracy. The evaluation results demonstrate that GWO outperforms other optimization techniques, achieving a reduced loss score of 0.364. The ANOVA method yields a p-value approaching 0, indicating statistical significance. This study contributes to the development of early warning systems for earthquake disasters by emphasizing the importance of parameter optimization in earthquake prediction and showcasing the effectiveness of Bi-LSTM and GWO methodologies.
Co-Authors Abdullah, Usman Zahid Acun Kardianawati Agung Nugroho Agustina, Feri Ahmad Ali Saefuddin Ahmad Muktamar B Aldiana Astuti Anantadjaya, Samuel PD Angga Adetiya Arni Ernawati Astuti, Yani Parti Bambang Winardi Bambang Winardi Benedictta Dinda Permatasari Christy Atika Sari Christyan Putra, Andreas Aditya De Rosal Ignatius Moses Setiadi Dewi Agustini Santoso Diawati, Prety Dyarsa Singgih Pamungkas Edy Mulyanto Egia Rosi Subhiyakto, Egia Rosi Eko Hari Rachmanto Eko Septyasari Enda Wista Sinuraya ER. UMMI KALSUM Erna Zuni Astuti Erna Zuni Astuti Erna Zuni Astuti Etika Kartikadarma Fahmi Amiq Fauzi Adi Rafrastara Guruh Fajar Shidik Hanny Haryanto Haryanto, Ronny Hendy Tannady Husnawati Rachman I Alfiansyah I Wayan Karang Utama I Wayan Ruspendi Junaedi Ika Baskara Irzan Soepriyadi Iswanto Iswanto Judijanto, Loso Khamaludin Khamaludin Khamaludin, Khamaludin Kurniawan, Defri Kusumawati, Yupie Lola Malihah Loso Judijanto Miftahorrozi, Miftahorrozi Moh. Erkamim Muljono, - Mulyanto, Edy Murthada Murthada Nawangwulan, Irma M Ningrum, Novita Kurnia Noor Ageng Setiyanto, Noor Ageng Nugroho, Agung Nurdiani, Tanti Widia Prasongko, Akbar Bagus Purwanto Purwanto Rahmanti Asmarani Ricardus Anggi Pramunendar Santoso, Imam Sari, Ade Risna Septian Idhi Pangestu Setia Astuti Sindhu Rakasiwi Sri Hastutik Sudarmanto, Eko Sudibyo, Usman Surya Adijaya Saputra Susanti Budiastuti T. Sutojo T.Sutojo Umi Rosyidah Utama, I Wayan Karang Utomo, Danang Wahyu Vera Pebrianasari Verawaty Verawaty Wibowo, Rendi Wildoms Sahusilawane Winarsih, Nurul Anisa Sri Wisinggya, Kadhana Reya Yani Parti Astuti Zainal Arifin Hasibuan