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All Journal Jurnal Ilmu dan Teknologi Kelautan Tropis ILMU KELAUTAN: Indonesian Journal of Marine Sciences BULETIN OSEANOGRAFI MARINA Saintek Perikanan : Indonesian Journal of Fisheries Science and Technology Journal of Oceanography International Journal of Marine and Aquatic Resource Conservation and Co-existence International Journal of Advances in Intelligent Informatics Jurnal Kelautan Tropis Science and Technology Indonesia Jurnal Kelautan Nasional Molekul: Jurnal Ilmiah Kimia Indonesian Journal of Oceanography
Anindya Wirasatriya
Departemen Oseanografi, Fakultas Perikanan Ilmu Kelautan, Universitas Diponegoro Jl. Prof. H. Sudarto, SH, Tembalang, Kota Semarang, Kode Pos 50275 Telp/fax (024) 7474698
Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Education Environmental Science Library & Information Science Materials Science & Nanotechnology Physics Other

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Journal : International Journal of Advances in Intelligent Informatics

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Big data analytics for relative humidity time series forecasting based on the LSTM network and ELM Kurnianingsih, Kurnianingsih; Wirasatriya, Anindya; Lazuardi, Lutfan; Wibowo, Adi; Enriko, I Ketut Agung; Chin, Wei Hong; Kubota, Naoyuki
International Journal of Advances in Intelligent Informatics Vol 9, No 3 (2023): November 2023
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26555/ijain.v9i3.905

Abstract

Accurate and reliable relative humidity forecasting is important when evaluating the impacts of climate change on humans and ecosystems. However, the complex interactions among geophysical parameters are challenging and may result in inaccurate weather forecasting. This study combines long short-term memory (LSTM) and extreme learning machines (ELM) to create a hybrid model-based forecasting technique to predict relative humidity to improve the accuracy of forecasts. Detailed experiments with univariate and multivariate problems were conducted, and the results show that LSTM-ELM and ELM-LSTM have the lowest MAE and RMSE results compared to stand-alone LSTM and ELM for the univariate problem. In addition, LSTM-ELM and ELM-LSTM result in lower computation time than stand-alone LSTM. The experiment results demonstrate that the proposed hybrid models outperform the comparative methods in relative humidity forecasting. We employed the recursive feature elimination (RFE) method and showed that dewpoint temperature, temperature, and wind speed are the factors that most affect relative humidity. A higher dewpoint temperature indicates more air moisture, equating to high relative humidity. Humidity levels also rise as the temperature rises.
Co-Authors Adi Wibowo Adinda Rizki Amalia Adivitasari, Reska Mega Adzkia Pincta Milenia Afrina Aysira Agus Hartoko Almunawir, Muhammad Fakhri Khairillah Ambariyanto Ambariyanto Andhita, Laviola Reycha Fitri Andita Agung Andreas Nur Hidayat Andriana Kartina Wingtyas Anggoro, Tri Danny Anggraeni, Nimas Ratri Kirana Anisa Dewi Nugraheni Aris Ismanto Ashilah, Azizah Anis Attaqwa, Rizal Aziis, Dimas Miftahul Bahiyah, Amirotul Baskoro Rochaddi Bayu Munandar Budi Purwanto Chin, Wei Hong Claus, Berril Denny Nugroho Sugianto Dini Oktaviani Dwi Haryo Ismunarti Dwi Haryo Ismunarti Eko Setyobudi Elis Indrayanti Enita, Siti Yasmina Faishal Widiaputra Nugraha Faizal Rachman Fajar Hudoyo Febrianto, Sigit Firman Ramadhan Fuji Anida Futoki Sakaida Galuh Permatasari Gentio Harsono Gentio Harsono Gentur Handoyo Georgina Faulia Rachman Gultom, Iqbal S. Gunady, Stephanie Michelle Hadi Endrawati Hariyadi Hariyadi Hariyadi, Hariyadi Hasrizal Bin Shaari Hastuti Hastuti Heryoso Setiyono Heryoso Setiyono Himawa, Daenk Hiroshi Kawamura I Ketut Agung Enriko Indra Budi Prasetyawan Indra Budi Prasetyawan Irsyad Abdi Pratama Iskhaq Iskandar Ita Widowati Jarot Marwoto Jarot Marwoto Jayawiguna, Muhammad Hikmat Jihadi, Muhammad Shulhan Johannes Hutabarat Jusup Suprijanto Juviani, Dian Kevifa Satria Widjaya Krisna, Heru Nur Kubota, Naoyuki Kunarso Kunarso Kurnianingsih Kurnianingsih, Kurnianingsih Lilik Maslukah Louis Jannahtuna'im Koes Miranda Lukman, Annisa Aulia Lutfan Lazuardi Maria Griselda Novita Maro, Jahved Ferianto Maulana Al Faridzie Metrio Swandiko Muh Yusuf Muh Yusuf Muhamad Hafiz Maulavi Haban Muhamamd Helmi Muhammad Faiq Marwa Noercholis Muhammad Helmi Muhammad Helmi Muhammad Zainuri Muslim Muslim Mustaqim, Ikhsan Nabilah Rizki Niken Dwi Prasetyarini Novi Susetyo Adi Nugraha, R. Bambang Adhitya Nugroho Agus D Nurul Hickmah Nurul Latifah Parichat Wetchayont Parichat Wetchayount Petrus Subardjo Pratama, Dhimas Prabu Prayogi Prayogi Purwanto Purwanto Purwanto Purwanto Putri, Elsa Mayora Jovanka Raden Ario Rahmadiana Andini Respati, Deodato Naresvara Rayi Resy Sekar Sari Resy Sekar Sari Retno Hartati Ridarto, Arij Kemala Yasmin Rifqi N. Agassi Rikha Widiaratih Riza Yuliratno Setiawan Rizky Aditya Rudhi Pribadi Sabila, Anis Yasmin Sadewo, M. Firouz Dimas Saragih, Laurentia Alexandra Selkofa. M, Warisatul Anbiya Seprianto, Abdal Simangunsong, Felix Gok Asi Simatupang, Ariel Oscar Paskario Sinaga, Boby Christian Sri Murtiana Sri Yulina Wulandari Sugeng Widada Sunaryo Sunaryo Suryanti - Susilodewi, Sinta Dwis Teguh Agustiadi Teguh Prayogo Teuku Fauzan Zul Aufar Ulung Jantama Wisha Ummu Salma Wangdiarta, Fressan Patrick Warsito Atmodjo Wetchayont, Parichat Widiaratih, Rikha Widodo S Pranowo Widodo S. Pranowo Widodo, Dzaky Malik Putra Wijaya Mardiansyah, Wijaya Yeyen Novita Sari Yuhendrasmiko, Randy Zulfa, Istna Nabila